Logistic_Regression_and_Neural_network_experiment.ipynb

{
  "nbformat": 4,
  "nbformat_minor": 0,
  "metadata": {
    "colab": {
      "name": "Logistic_Regression_and_Neural_network_experiment.ipynb",
      "version": "0.3.2",
      "provenance": [],
      "collapsed_sections": []
    },
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
    },
    "accelerator": "GPU"
  },
  "cells": [
    {
      "metadata": {
        "id": "QLNsegox_XZw",
        "colab_type": "text"
      },
      "cell_type": "markdown",
      "source": [
        "# Logistic Regression and Neural Network Experiment\n",
        "---\n",
        "This file contains the implementation of the second and the third experiment presented in the report. The $3$ main parts here are as follows:\n",
        "\n",
        "1. **Initialization:** In this section the needed libraries and the data are imported.\n",
        "2. **Logistic Regression:** This section provides the main codes used to produce the result of the logistic regression experiment *(experiment 2)* in the report.\n",
        "3. **Neural Network:** This section provides the main codes used to produce the result of the neural network experiment *(experiment 3)* in the report."
      ]
    },
    {
      "metadata": {
        "id": "6I3uXhi_B8Cj",
        "colab_type": "text"
      },
      "cell_type": "markdown",
      "source": [
        "## 1. Initialization"
      ]
    },
    {
      "metadata": {
        "id": "TaFUhLRTeoiG",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 85
        },
        "outputId": "0cf54495-8dcf-498f-bf63-a580c156b07c"
      },
      "cell_type": "code",
      "source": [
        "import numpy as np\n",
        "import keras\n",
        "from keras.datasets import mnist\n",
        "from keras.models import Sequential\n",
        "from keras.layers import Dense\n",
        "from keras.layers import Dropout\n",
        "from keras.layers import Flatten\n",
        "from keras.layers.convolutional import Conv2D\n",
        "from keras.layers.convolutional import MaxPooling2D\n",
        "from keras.utils import np_utils\n",
        "from keras import optimizers\n",
        "from keras import backend as K\n",
        "K.set_image_dim_ordering('th')\n",
        "from keras.optimizers import Adam\n",
        "from keras.layers.core import Activation\n",
        "import tensorflow as tf\n",
        "\n",
        "# fix random seed for reproducibility\n",
        "seed = 7\n",
        "np.random.seed(seed)\n",
        "# load data\n",
        "(X_train, y_train), (X_test, y_test) = mnist.load_data()\n",
        "# reshape to be [samples][pixels][width][height]\n",
        "X_train = X_train.reshape(X_train.shape[0], 1, 28, 28).astype('float32')\n",
        "X_test = X_test.reshape(X_test.shape[0], 1, 28, 28).astype('float32')\n",
        "# normalize inputs from 0-255 to 0-1\n",
        "X_train = X_train / 255\n",
        "X_test = X_test / 255\n",
        "\n",
        "X_train = X_train.reshape(X_train.shape[0], 784)\n",
        "X_test = X_test.reshape(X_test.shape[0], 784)\n",
        "\n",
        "\n",
        "print(X_train.shape)\n",
        "# one hot encode outputs\n",
        "y_train = np_utils.to_categorical(y_train)\n",
        "y_test = np_utils.to_categorical(y_test)\n",
        "num_classes = y_test.shape[1]"
      ],
      "execution_count": 1,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Using TensorFlow backend.\n"
          ],
          "name": "stderr"
        },
        {
          "output_type": "stream",
          "text": [
            "Downloading data from https://s3.amazonaws.com/img-datasets/mnist.npz\n",
            "11493376/11490434 [==============================] - 3s 0us/step\n",
            "(60000, 784)\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "metadata": {
        "id": "pZYgroDXaCNm",
        "colab_type": "text"
      },
      "cell_type": "markdown",
      "source": [
        "## 2. Logistic Regression\n",
        "Below the codes for the logistic regression experiment on the MNIST data set is presented. The results of this experiment is shown in the Figure $2$ of the report."
      ]
    },
    {
      "metadata": {
        "id": "pwnsn8tdfYmE",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 85085
        },
        "outputId": "8cf25d1a-5128-4f4d-91cf-4dfbcaf9d489"
      },
      "cell_type": "code",
      "source": [
        "# Fit the model\n",
        "model = Sequential([\n",
        "Dense(10, input_shape=(784,)),\n",
        "Activation('softmax'),])\n",
        "\n",
        "class SGDLearningRateTracker(keras.callbacks.Callback):\n",
        "    def on_epoch_end(self, epoch, logs={}):\n",
        "        optimizer = self.model.optimizer\n",
        "        if epoch == 0:\n",
        "          lr =  K.eval(self.model.optimizer.lr)\n",
        "        else:\n",
        "          lr =  K.eval(self.model.optimizer.lr) / (np.sqrt(epoch))\n",
        "        self.model.optimizer.lr = tf.Variable(lr)\n",
        "        print('\\nLR: {:.6f}\\n'.format(K.eval(self.model.optimizer.lr)))\n",
        "\n",
        "# define your model\n",
        "\n",
        "adamObj_f = Adam(lr=0.01, beta_1=0.9, beta_2=0.999, epsilon=None, decay=0.0, amsgrad=False)\n",
        "adamObj_t = Adam(lr=0.01, beta_1=0.9, beta_2=0.999, epsilon=None, decay=0.0, amsgrad=True)\n",
        "\n",
        "model.compile(loss='mse', optimizer=adamObj_f)\n",
        "history_f = model.fit(X_train, y_train, nb_epoch=500, batch_size = 128, callbacks=[SGDLearningRateTracker()])\n",
        "\n",
        "model.compile(loss='mse', optimizer=adamObj_t)\n",
        "history_t = model.fit(X_train, y_train, nb_epoch=500, batch_size = 128, callbacks=[SGDLearningRateTracker()])\n",
        "\n",
        "\n",
        "# Final evaluation of the model\n",
        "scores = model.evaluate(X_test, y_test, verbose=1)\n",
        "print(\"Acc: %.2f%%\" % (100-scores*100))"
      ],
      "execution_count": 3,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "/usr/local/lib/python3.6/dist-packages/keras/models.py:981: UserWarning: The `nb_epoch` argument in `fit` has been renamed `epochs`.\n",
            "  warnings.warn('The `nb_epoch` argument in `fit` '\n"
          ],
          "name": "stderr"
        },
        {
          "output_type": "stream",
          "text": [
            "Epoch 1/500\n",
            "60000/60000 [==============================] - 3s 49us/step - loss: 0.0158\n",
            "\n",
            "LR: 0.010000\n",
            "\n",
            "Epoch 2/500\n",
            "60000/60000 [==============================] - 2s 37us/step - loss: 0.0121\n",
            "\n",
            "LR: 0.010000\n",
            "\n",
            "Epoch 3/500\n",
            "60000/60000 [==============================] - 2s 38us/step - loss: 0.0115\n",
            "\n",
            "LR: 0.007071\n",
            "\n",
            "Epoch 4/500\n",
            "60000/60000 [==============================] - 2s 37us/step - loss: 0.0111\n",
            "\n",
            "LR: 0.004082\n",
            "\n",
            "Epoch 5/500\n",
            "60000/60000 [==============================] - 2s 36us/step - loss: 0.0109\n",
            "\n",
            "LR: 0.002041\n",
            "\n",
            "Epoch 6/500\n",
            "60000/60000 [==============================] - 2s 36us/step - loss: 0.0107\n",
            "\n",
            "LR: 0.000913\n",
            "\n",
            "Epoch 7/500\n",
            "23040/60000 [==========>...................] - ETA: 1s - loss: 0.0103"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "60000/60000 [==============================] - 2s 37us/step - loss: 0.0105\n",
            "\n",
            "LR: 0.000373\n",
            "\n",
            "Epoch 8/500\n",
            "60000/60000 [==============================] - 2s 37us/step - loss: 0.0104\n",
            "\n",
            "LR: 0.000141\n",
            "\n",
            "Epoch 9/500\n",
            "60000/60000 [==============================] - 2s 37us/step - loss: 0.0104\n",
            "\n",
            "LR: 0.000050\n",
            "\n",
            "Epoch 10/500\n",
            "60000/60000 [==============================] - 2s 38us/step - loss: 0.0103\n",
            "\n",
            "LR: 0.000017\n",
            "\n",
            "Epoch 11/500\n",
            "60000/60000 [==============================] - 2s 38us/step - loss: 0.0102\n",
            "\n",
            "LR: 0.000005\n",
            "\n",
            "Epoch 12/500\n",
            "60000/60000 [==============================] - 2s 38us/step - loss: 0.0103\n",
            "\n",
            "LR: 0.000002\n",
            "\n",
            "Epoch 13/500\n",
            "26368/60000 [============>.................] - ETA: 1s - loss: 0.0098"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "60000/60000 [==============================] - 2s 37us/step - loss: 0.0101\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 14/500\n",
            "60000/60000 [==============================] - 2s 38us/step - loss: 0.0099\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 15/500\n",
            "60000/60000 [==============================] - 2s 38us/step - loss: 0.0100\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 16/500\n",
            "60000/60000 [==============================] - 2s 37us/step - loss: 0.0098\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 17/500\n",
            "60000/60000 [==============================] - 2s 37us/step - loss: 0.0098\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 18/500\n",
            "60000/60000 [==============================] - 2s 37us/step - loss: 0.0098\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 19/500\n",
            "27648/60000 [============>.................] - ETA: 1s - loss: 0.0096"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "60000/60000 [==============================] - 2s 37us/step - loss: 0.0097\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 20/500\n",
            "60000/60000 [==============================] - 2s 37us/step - loss: 0.0096\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 21/500\n",
            "60000/60000 [==============================] - 2s 38us/step - loss: 0.0095\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 22/500\n",
            "60000/60000 [==============================] - 2s 37us/step - loss: 0.0096\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 23/500\n",
            "60000/60000 [==============================] - 2s 37us/step - loss: 0.0095\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 24/500\n",
            "60000/60000 [==============================] - 2s 37us/step - loss: 0.0095\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 25/500\n",
            "29440/60000 [=============>................] - ETA: 1s - loss: 0.0092"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "60000/60000 [==============================] - 2s 37us/step - loss: 0.0094\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 26/500\n",
            "60000/60000 [==============================] - 2s 37us/step - loss: 0.0095\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 27/500\n",
            "60000/60000 [==============================] - 2s 37us/step - loss: 0.0093\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 28/500\n",
            "60000/60000 [==============================] - 2s 38us/step - loss: 0.0092\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 29/500\n",
            "60000/60000 [==============================] - 2s 37us/step - loss: 0.0093\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 30/500\n",
            "60000/60000 [==============================] - 2s 37us/step - loss: 0.0092\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 31/500\n",
            "27648/60000 [============>.................] - ETA: 1s - loss: 0.0090"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "60000/60000 [==============================] - 2s 37us/step - loss: 0.0092\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 32/500\n",
            "60000/60000 [==============================] - 2s 37us/step - loss: 0.0092\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 33/500\n",
            "60000/60000 [==============================] - 2s 37us/step - loss: 0.0091\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 34/500\n",
            "60000/60000 [==============================] - 2s 37us/step - loss: 0.0091\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 35/500\n",
            "60000/60000 [==============================] - 2s 38us/step - loss: 0.0092\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 36/500\n",
            "60000/60000 [==============================] - 2s 37us/step - loss: 0.0090\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 37/500\n",
            "25344/60000 [===========>..................] - ETA: 1s - loss: 0.0089"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "60000/60000 [==============================] - 2s 37us/step - loss: 0.0091\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 38/500\n",
            "60000/60000 [==============================] - 2s 37us/step - loss: 0.0090\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 39/500\n",
            "60000/60000 [==============================] - 2s 38us/step - loss: 0.0089\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 40/500\n",
            "60000/60000 [==============================] - 2s 38us/step - loss: 0.0089\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 41/500\n",
            "60000/60000 [==============================] - 2s 37us/step - loss: 0.0089\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 42/500\n",
            "60000/60000 [==============================] - 2s 37us/step - loss: 0.0088\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 43/500\n",
            "26624/60000 [============>.................] - ETA: 1s - loss: 0.0086"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "60000/60000 [==============================] - 2s 38us/step - loss: 0.0089\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 44/500\n",
            "60000/60000 [==============================] - 2s 38us/step - loss: 0.0088\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 45/500\n",
            "60000/60000 [==============================] - 2s 38us/step - loss: 0.0087\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 46/500\n",
            "60000/60000 [==============================] - 2s 38us/step - loss: 0.0087\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 47/500\n",
            "60000/60000 [==============================] - 2s 38us/step - loss: 0.0087\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 48/500\n",
            "60000/60000 [==============================] - 2s 37us/step - loss: 0.0087\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 49/500\n",
            "24448/60000 [===========>..................] - ETA: 1s - loss: 0.0087"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "60000/60000 [==============================] - 2s 37us/step - loss: 0.0087\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 50/500\n",
            "60000/60000 [==============================] - 2s 37us/step - loss: 0.0086\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 51/500\n",
            "60000/60000 [==============================] - 2s 37us/step - loss: 0.0086\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 52/500\n",
            "60000/60000 [==============================] - 2s 37us/step - loss: 0.0087\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 53/500\n",
            "60000/60000 [==============================] - 2s 38us/step - loss: 0.0086\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 54/500\n",
            "60000/60000 [==============================] - 2s 36us/step - loss: 0.0086\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 55/500\n",
            "28416/60000 [=============>................] - ETA: 1s - loss: 0.0087"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "60000/60000 [==============================] - 2s 37us/step - loss: 0.0085\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 56/500\n",
            "60000/60000 [==============================] - 2s 37us/step - loss: 0.0085\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 57/500\n",
            "60000/60000 [==============================] - 2s 38us/step - loss: 0.0086\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 58/500\n",
            "60000/60000 [==============================] - 2s 37us/step - loss: 0.0084\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 59/500\n",
            "60000/60000 [==============================] - 2s 37us/step - loss: 0.0085\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 60/500\n",
            "60000/60000 [==============================] - 2s 37us/step - loss: 0.0085\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 61/500\n",
            "26880/60000 [============>.................] - ETA: 1s - loss: 0.0085"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "60000/60000 [==============================] - 2s 37us/step - loss: 0.0084\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 62/500\n",
            "60000/60000 [==============================] - 2s 37us/step - loss: 0.0084\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 63/500\n",
            "60000/60000 [==============================] - 2s 38us/step - loss: 0.0084\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 64/500\n",
            "60000/60000 [==============================] - 2s 37us/step - loss: 0.0084\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 65/500\n",
            "60000/60000 [==============================] - 2s 37us/step - loss: 0.0084\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 66/500\n",
            "60000/60000 [==============================] - 2s 37us/step - loss: 0.0083\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 67/500\n",
            "26368/60000 [============>.................] - ETA: 1s - loss: 0.0083"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "60000/60000 [==============================] - 2s 38us/step - loss: 0.0082\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 68/500\n",
            "60000/60000 [==============================] - 2s 37us/step - loss: 0.0083\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 69/500\n",
            "60000/60000 [==============================] - 2s 38us/step - loss: 0.0083\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 70/500\n",
            "60000/60000 [==============================] - 2s 37us/step - loss: 0.0082\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 71/500\n",
            "60000/60000 [==============================] - 2s 38us/step - loss: 0.0082\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 72/500\n",
            "60000/60000 [==============================] - 2s 37us/step - loss: 0.0083\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 73/500\n",
            "27648/60000 [============>.................] - ETA: 1s - loss: 0.0083"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "60000/60000 [==============================] - 2s 37us/step - loss: 0.0082\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 74/500\n",
            "60000/60000 [==============================] - 2s 38us/step - loss: 0.0082\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 75/500\n",
            "60000/60000 [==============================] - 2s 38us/step - loss: 0.0082\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 76/500\n",
            "60000/60000 [==============================] - 2s 37us/step - loss: 0.0081\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 77/500\n",
            "60000/60000 [==============================] - 2s 38us/step - loss: 0.0083\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 78/500\n",
            "60000/60000 [==============================] - 2s 37us/step - loss: 0.0082\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 79/500\n",
            "25216/60000 [===========>..................] - ETA: 1s - loss: 0.0083"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "60000/60000 [==============================] - 2s 38us/step - loss: 0.0082\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 80/500\n",
            "60000/60000 [==============================] - 2s 37us/step - loss: 0.0082\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 81/500\n",
            "60000/60000 [==============================] - 2s 37us/step - loss: 0.0082\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 82/500\n",
            "60000/60000 [==============================] - 2s 38us/step - loss: 0.0081\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 83/500\n",
            "60000/60000 [==============================] - 2s 37us/step - loss: 0.0082\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 84/500\n",
            "60000/60000 [==============================] - 2s 37us/step - loss: 0.0081\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 85/500\n",
            "25088/60000 [===========>..................] - ETA: 1s - loss: 0.0077"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "60000/60000 [==============================] - 2s 38us/step - loss: 0.0081\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 86/500\n",
            "60000/60000 [==============================] - 2s 37us/step - loss: 0.0080\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 87/500\n",
            "60000/60000 [==============================] - 2s 38us/step - loss: 0.0082\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 88/500\n",
            "60000/60000 [==============================] - 2s 38us/step - loss: 0.0081\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 89/500\n",
            "60000/60000 [==============================] - 2s 37us/step - loss: 0.0081\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 90/500\n",
            "60000/60000 [==============================] - 2s 37us/step - loss: 0.0080\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 91/500\n",
            "26880/60000 [============>.................] - ETA: 1s - loss: 0.0081"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "60000/60000 [==============================] - 2s 37us/step - loss: 0.0080\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 92/500\n",
            "60000/60000 [==============================] - 2s 38us/step - loss: 0.0079\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 93/500\n",
            "60000/60000 [==============================] - 2s 38us/step - loss: 0.0079\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 94/500\n",
            "60000/60000 [==============================] - 4s 61us/step - loss: 0.0081\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 95/500\n",
            "60000/60000 [==============================] - 2s 38us/step - loss: 0.0080\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 96/500\n",
            "56704/60000 [===========================>..] - ETA: 0s - loss: 0.0080"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "60000/60000 [==============================] - 3s 47us/step - loss: 0.0080\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 97/500\n",
            "60000/60000 [==============================] - 2s 37us/step - loss: 0.0079\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 98/500\n",
            "60000/60000 [==============================] - 2s 37us/step - loss: 0.0080\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 99/500\n",
            "60000/60000 [==============================] - 2s 39us/step - loss: 0.0078\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 100/500\n",
            "60000/60000 [==============================] - 2s 38us/step - loss: 0.0079\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 101/500\n",
            "60000/60000 [==============================] - 2s 38us/step - loss: 0.0079\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 102/500\n",
            "28288/60000 [=============>................] - ETA: 1s - loss: 0.0076"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "60000/60000 [==============================] - 2s 37us/step - loss: 0.0080\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 103/500\n",
            "60000/60000 [==============================] - 2s 37us/step - loss: 0.0078\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 104/500\n",
            "60000/60000 [==============================] - 2s 37us/step - loss: 0.0078\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 105/500\n",
            "60000/60000 [==============================] - 2s 37us/step - loss: 0.0078\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 106/500\n",
            "60000/60000 [==============================] - 2s 38us/step - loss: 0.0078\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 107/500\n",
            "60000/60000 [==============================] - 2s 37us/step - loss: 0.0079\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 108/500\n",
            "20992/60000 [=========>....................] - ETA: 1s - loss: 0.0074"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "60000/60000 [==============================] - 2s 38us/step - loss: 0.0078\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 109/500\n",
            "60000/60000 [==============================] - 2s 38us/step - loss: 0.0078\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 110/500\n",
            "60000/60000 [==============================] - 2s 39us/step - loss: 0.0077\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 111/500\n",
            "60000/60000 [==============================] - 2s 38us/step - loss: 0.0077\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 112/500\n",
            "60000/60000 [==============================] - 2s 38us/step - loss: 0.0078\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 113/500\n",
            "60000/60000 [==============================] - 2s 38us/step - loss: 0.0079\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 114/500\n",
            "17664/60000 [=======>......................] - ETA: 1s - loss: 0.0073"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "60000/60000 [==============================] - 2s 38us/step - loss: 0.0077\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 115/500\n",
            "60000/60000 [==============================] - 2s 39us/step - loss: 0.0078\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 116/500\n",
            "60000/60000 [==============================] - 2s 38us/step - loss: 0.0077\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 117/500\n",
            "60000/60000 [==============================] - 2s 39us/step - loss: 0.0078\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 118/500\n",
            "60000/60000 [==============================] - 2s 39us/step - loss: 0.0077\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 119/500\n",
            "60000/60000 [==============================] - 2s 37us/step - loss: 0.0078\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 120/500\n",
            "19456/60000 [========>.....................] - ETA: 1s - loss: 0.0076"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "60000/60000 [==============================] - 2s 39us/step - loss: 0.0077\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 121/500\n",
            "60000/60000 [==============================] - 2s 38us/step - loss: 0.0077\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 122/500\n",
            "60000/60000 [==============================] - 2s 38us/step - loss: 0.0078\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 123/500\n",
            "60000/60000 [==============================] - 2s 39us/step - loss: 0.0077\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 124/500\n",
            "60000/60000 [==============================] - 2s 38us/step - loss: 0.0077\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 125/500\n",
            "60000/60000 [==============================] - 2s 39us/step - loss: 0.0077\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 126/500\n",
            "17664/60000 [=======>......................] - ETA: 1s - loss: 0.0079"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "60000/60000 [==============================] - 2s 40us/step - loss: 0.0077\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 127/500\n",
            "60000/60000 [==============================] - 2s 39us/step - loss: 0.0076\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 128/500\n",
            "60000/60000 [==============================] - 2s 38us/step - loss: 0.0077\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 129/500\n",
            "60000/60000 [==============================] - 2s 40us/step - loss: 0.0076\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 130/500\n",
            "60000/60000 [==============================] - 2s 40us/step - loss: 0.0077\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 131/500\n",
            "60000/60000 [==============================] - 2s 38us/step - loss: 0.0076\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 132/500\n",
            "16512/60000 [=======>......................] - ETA: 1s - loss: 0.0075"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "60000/60000 [==============================] - 2s 38us/step - loss: 0.0076\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 133/500\n",
            "60000/60000 [==============================] - 2s 38us/step - loss: 0.0076\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 134/500\n",
            "60000/60000 [==============================] - 2s 40us/step - loss: 0.0077\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 135/500\n",
            "60000/60000 [==============================] - 2s 39us/step - loss: 0.0075\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 136/500\n",
            "60000/60000 [==============================] - 2s 38us/step - loss: 0.0077\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 137/500\n",
            "60000/60000 [==============================] - 2s 39us/step - loss: 0.0076\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 138/500\n",
            "16896/60000 [=======>......................] - ETA: 1s - loss: 0.0072"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "60000/60000 [==============================] - 2s 39us/step - loss: 0.0076\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 139/500\n",
            "60000/60000 [==============================] - 2s 39us/step - loss: 0.0077\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 140/500\n",
            "60000/60000 [==============================] - 2s 39us/step - loss: 0.0076\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 141/500\n",
            "60000/60000 [==============================] - 2s 38us/step - loss: 0.0075\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 142/500\n",
            "60000/60000 [==============================] - 2s 37us/step - loss: 0.0075\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 143/500\n",
            "60000/60000 [==============================] - 2s 38us/step - loss: 0.0075\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 144/500\n",
            "21120/60000 [=========>....................] - ETA: 1s - loss: 0.0074"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "60000/60000 [==============================] - 2s 38us/step - loss: 0.0076\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 145/500\n",
            "60000/60000 [==============================] - 2s 38us/step - loss: 0.0076\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 146/500\n",
            "60000/60000 [==============================] - 2s 38us/step - loss: 0.0076\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 147/500\n",
            "60000/60000 [==============================] - 2s 39us/step - loss: 0.0075\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 148/500\n",
            "60000/60000 [==============================] - 2s 39us/step - loss: 0.0076\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 149/500\n",
            "60000/60000 [==============================] - 2s 39us/step - loss: 0.0075\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 150/500\n",
            "17536/60000 [=======>......................] - ETA: 1s - loss: 0.0072"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "60000/60000 [==============================] - 2s 37us/step - loss: 0.0075\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 151/500\n",
            "60000/60000 [==============================] - 2s 39us/step - loss: 0.0074\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 152/500\n",
            "60000/60000 [==============================] - 2s 40us/step - loss: 0.0075\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 153/500\n",
            "60000/60000 [==============================] - 2s 39us/step - loss: 0.0075\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 154/500\n",
            "60000/60000 [==============================] - 2s 40us/step - loss: 0.0074\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 155/500\n",
            "60000/60000 [==============================] - 2s 39us/step - loss: 0.0075\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 156/500\n",
            "15104/60000 [======>.......................] - ETA: 1s - loss: 0.0074"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "60000/60000 [==============================] - 2s 41us/step - loss: 0.0075\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 157/500\n",
            "60000/60000 [==============================] - 2s 38us/step - loss: 0.0075\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 158/500\n",
            "60000/60000 [==============================] - 2s 40us/step - loss: 0.0074\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 159/500\n",
            "60000/60000 [==============================] - 2s 40us/step - loss: 0.0074\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 160/500\n",
            "60000/60000 [==============================] - 2s 39us/step - loss: 0.0075\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 161/500\n",
            "60000/60000 [==============================] - 2s 39us/step - loss: 0.0074\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 162/500\n",
            "15232/60000 [======>.......................] - ETA: 1s - loss: 0.0071"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "60000/60000 [==============================] - 2s 38us/step - loss: 0.0074\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 163/500\n",
            "60000/60000 [==============================] - 2s 39us/step - loss: 0.0073\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 164/500\n",
            "60000/60000 [==============================] - 2s 40us/step - loss: 0.0074\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 165/500\n",
            "60000/60000 [==============================] - 2s 39us/step - loss: 0.0074\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 166/500\n",
            "60000/60000 [==============================] - 2s 38us/step - loss: 0.0074\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 167/500\n",
            "60000/60000 [==============================] - 2s 37us/step - loss: 0.0074\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 168/500\n",
            "20096/60000 [=========>....................] - ETA: 1s - loss: 0.0075"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "60000/60000 [==============================] - 2s 38us/step - loss: 0.0074\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 169/500\n",
            "60000/60000 [==============================] - 2s 39us/step - loss: 0.0074\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 170/500\n",
            "60000/60000 [==============================] - 2s 38us/step - loss: 0.0073\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 171/500\n",
            "60000/60000 [==============================] - 2s 38us/step - loss: 0.0074\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 172/500\n",
            "60000/60000 [==============================] - 2s 39us/step - loss: 0.0073\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 173/500\n",
            "60000/60000 [==============================] - 2s 41us/step - loss: 0.0074\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 174/500\n",
            "17920/60000 [=======>......................] - ETA: 1s - loss: 0.0075"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "60000/60000 [==============================] - 2s 38us/step - loss: 0.0074\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 175/500\n",
            "60000/60000 [==============================] - 2s 38us/step - loss: 0.0074\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 176/500\n",
            "60000/60000 [==============================] - 2s 38us/step - loss: 0.0074\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 177/500\n",
            "60000/60000 [==============================] - 2s 39us/step - loss: 0.0072\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 178/500\n",
            "60000/60000 [==============================] - 2s 39us/step - loss: 0.0073\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 179/500\n",
            "60000/60000 [==============================] - 2s 40us/step - loss: 0.0074\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 180/500\n",
            "16640/60000 [=======>......................] - ETA: 1s - loss: 0.0075"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "60000/60000 [==============================] - 2s 39us/step - loss: 0.0075\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 181/500\n",
            "60000/60000 [==============================] - 2s 39us/step - loss: 0.0073\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 182/500\n",
            "60000/60000 [==============================] - 2s 39us/step - loss: 0.0073\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 183/500\n",
            "60000/60000 [==============================] - 2s 38us/step - loss: 0.0073\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 184/500\n",
            "60000/60000 [==============================] - 2s 40us/step - loss: 0.0073\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 185/500\n",
            "60000/60000 [==============================] - 2s 40us/step - loss: 0.0073\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 186/500\n",
            "14976/60000 [======>.......................] - ETA: 1s - loss: 0.0076"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "60000/60000 [==============================] - 2s 40us/step - loss: 0.0073\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 187/500\n",
            "60000/60000 [==============================] - 2s 38us/step - loss: 0.0073\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 188/500\n",
            "60000/60000 [==============================] - 2s 42us/step - loss: 0.0073\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 189/500\n",
            "60000/60000 [==============================] - 2s 39us/step - loss: 0.0072\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 190/500\n",
            "60000/60000 [==============================] - 2s 39us/step - loss: 0.0073\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 191/500\n",
            "60000/60000 [==============================] - 2s 40us/step - loss: 0.0073\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 192/500\n",
            "15232/60000 [======>.......................] - ETA: 1s - loss: 0.0074"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "60000/60000 [==============================] - 2s 40us/step - loss: 0.0073\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 193/500\n",
            "60000/60000 [==============================] - 2s 38us/step - loss: 0.0073\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 194/500\n",
            "60000/60000 [==============================] - 2s 39us/step - loss: 0.0072\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 195/500\n",
            "60000/60000 [==============================] - 2s 40us/step - loss: 0.0072\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 196/500\n",
            "60000/60000 [==============================] - 2s 37us/step - loss: 0.0073\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 197/500\n",
            "60000/60000 [==============================] - 2s 38us/step - loss: 0.0074\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 198/500\n",
            "19584/60000 [========>.....................] - ETA: 1s - loss: 0.0072"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "60000/60000 [==============================] - 2s 38us/step - loss: 0.0072\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 199/500\n",
            "60000/60000 [==============================] - 2s 39us/step - loss: 0.0073\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 200/500\n",
            "60000/60000 [==============================] - 2s 38us/step - loss: 0.0072\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 201/500\n",
            "60000/60000 [==============================] - 2s 40us/step - loss: 0.0073\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 202/500\n",
            "60000/60000 [==============================] - 2s 38us/step - loss: 0.0072\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 203/500\n",
            "60000/60000 [==============================] - 2s 40us/step - loss: 0.0073\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 204/500\n",
            "17920/60000 [=======>......................] - ETA: 1s - loss: 0.0072"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "60000/60000 [==============================] - 2s 38us/step - loss: 0.0073\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 205/500\n",
            "60000/60000 [==============================] - 2s 39us/step - loss: 0.0072\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 206/500\n",
            "60000/60000 [==============================] - 2s 41us/step - loss: 0.0071\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 207/500\n",
            "60000/60000 [==============================] - 2s 39us/step - loss: 0.0072\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 208/500\n",
            "60000/60000 [==============================] - 2s 38us/step - loss: 0.0072\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 209/500\n",
            "60000/60000 [==============================] - 2s 39us/step - loss: 0.0072\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 210/500\n",
            "16512/60000 [=======>......................] - ETA: 1s - loss: 0.0068"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "60000/60000 [==============================] - 2s 39us/step - loss: 0.0072\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 211/500\n",
            "60000/60000 [==============================] - 2s 38us/step - loss: 0.0072\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 212/500\n",
            "60000/60000 [==============================] - 2s 38us/step - loss: 0.0071\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 213/500\n",
            "60000/60000 [==============================] - 2s 39us/step - loss: 0.0071\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 214/500\n",
            "60000/60000 [==============================] - 2s 39us/step - loss: 0.0072\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 215/500\n",
            "60000/60000 [==============================] - 2s 40us/step - loss: 0.0072\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 216/500\n",
            "17920/60000 [=======>......................] - ETA: 1s - loss: 0.0070"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "60000/60000 [==============================] - 2s 40us/step - loss: 0.0071\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 217/500\n",
            "60000/60000 [==============================] - 2s 39us/step - loss: 0.0072\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 218/500\n",
            "60000/60000 [==============================] - 2s 39us/step - loss: 0.0072\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 219/500\n",
            "60000/60000 [==============================] - 2s 40us/step - loss: 0.0071\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 220/500\n",
            "60000/60000 [==============================] - 2s 39us/step - loss: 0.0071\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 221/500\n",
            "60000/60000 [==============================] - 2s 39us/step - loss: 0.0071\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 222/500\n",
            "14464/60000 [======>.......................] - ETA: 1s - loss: 0.0066"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "60000/60000 [==============================] - 2s 40us/step - loss: 0.0071\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 223/500\n",
            "60000/60000 [==============================] - 2s 39us/step - loss: 0.0071\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 224/500\n",
            "60000/60000 [==============================] - 2s 40us/step - loss: 0.0071\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 225/500\n",
            "60000/60000 [==============================] - 2s 40us/step - loss: 0.0071\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 226/500\n",
            "60000/60000 [==============================] - 2s 39us/step - loss: 0.0072\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 227/500\n",
            "60000/60000 [==============================] - 2s 41us/step - loss: 0.0071\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 228/500\n",
            "14976/60000 [======>.......................] - ETA: 1s - loss: 0.0070"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "60000/60000 [==============================] - 2s 41us/step - loss: 0.0071\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 229/500\n",
            "60000/60000 [==============================] - 2s 39us/step - loss: 0.0071\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 230/500\n",
            "60000/60000 [==============================] - 2s 39us/step - loss: 0.0072\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 231/500\n",
            "60000/60000 [==============================] - 2s 40us/step - loss: 0.0071\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 232/500\n",
            "60000/60000 [==============================] - 2s 40us/step - loss: 0.0070\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 233/500\n",
            "60000/60000 [==============================] - 2s 40us/step - loss: 0.0072\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 234/500\n",
            "12032/60000 [=====>........................] - ETA: 1s - loss: 0.0069"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "60000/60000 [==============================] - 2s 41us/step - loss: 0.0071\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 235/500\n",
            "60000/60000 [==============================] - 2s 40us/step - loss: 0.0071\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 236/500\n",
            "60000/60000 [==============================] - 2s 39us/step - loss: 0.0071\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 237/500\n",
            "60000/60000 [==============================] - 2s 40us/step - loss: 0.0071\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 238/500\n",
            "60000/60000 [==============================] - 2s 38us/step - loss: 0.0071\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 239/500\n",
            "60000/60000 [==============================] - 2s 39us/step - loss: 0.0070\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 240/500\n",
            "13696/60000 [=====>........................] - ETA: 2s - loss: 0.0073"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "60000/60000 [==============================] - 2s 41us/step - loss: 0.0071\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 241/500\n",
            "60000/60000 [==============================] - 2s 39us/step - loss: 0.0071\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 242/500\n",
            "60000/60000 [==============================] - 2s 39us/step - loss: 0.0071\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 243/500\n",
            "60000/60000 [==============================] - 2s 39us/step - loss: 0.0071\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 244/500\n",
            "60000/60000 [==============================] - 2s 40us/step - loss: 0.0071\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 245/500\n",
            "60000/60000 [==============================] - 2s 39us/step - loss: 0.0070\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 246/500\n",
            "13952/60000 [=====>........................] - ETA: 1s - loss: 0.0072"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "60000/60000 [==============================] - 2s 41us/step - loss: 0.0071\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 247/500\n",
            "60000/60000 [==============================] - 2s 38us/step - loss: 0.0071\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 248/500\n",
            "60000/60000 [==============================] - 2s 40us/step - loss: 0.0070\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 249/500\n",
            "60000/60000 [==============================] - 2s 40us/step - loss: 0.0070\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 250/500\n",
            "60000/60000 [==============================] - 2s 40us/step - loss: 0.0070\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 251/500\n",
            "60000/60000 [==============================] - 2s 37us/step - loss: 0.0070\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 252/500\n",
            "14976/60000 [======>.......................] - ETA: 1s - loss: 0.0067"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "60000/60000 [==============================] - 2s 39us/step - loss: 0.0070\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 253/500\n",
            "60000/60000 [==============================] - 2s 38us/step - loss: 0.0071\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 254/500\n",
            "60000/60000 [==============================] - 2s 38us/step - loss: 0.0071\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 255/500\n",
            "60000/60000 [==============================] - 2s 39us/step - loss: 0.0069\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 256/500\n",
            "60000/60000 [==============================] - 2s 38us/step - loss: 0.0069\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 257/500\n",
            "60000/60000 [==============================] - 2s 39us/step - loss: 0.0070\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 258/500\n",
            "17280/60000 [=======>......................] - ETA: 1s - loss: 0.0069"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "60000/60000 [==============================] - 2s 40us/step - loss: 0.0070\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 259/500\n",
            "60000/60000 [==============================] - 2s 39us/step - loss: 0.0070\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 260/500\n",
            "60000/60000 [==============================] - 2s 39us/step - loss: 0.0070\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 261/500\n",
            "60000/60000 [==============================] - 2s 39us/step - loss: 0.0070\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 262/500\n",
            "60000/60000 [==============================] - 2s 39us/step - loss: 0.0070\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 263/500\n",
            "60000/60000 [==============================] - 2s 39us/step - loss: 0.0069\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 264/500\n",
            "15232/60000 [======>.......................] - ETA: 1s - loss: 0.0069"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "60000/60000 [==============================] - 2s 39us/step - loss: 0.0070\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 265/500\n",
            "60000/60000 [==============================] - 2s 40us/step - loss: 0.0070\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 266/500\n",
            "60000/60000 [==============================] - 3s 42us/step - loss: 0.0070\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 267/500\n",
            "60000/60000 [==============================] - 2s 40us/step - loss: 0.0070\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 268/500\n",
            "60000/60000 [==============================] - 2s 41us/step - loss: 0.0070\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 269/500\n",
            "60000/60000 [==============================] - 2s 40us/step - loss: 0.0069\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 270/500\n",
            "11136/60000 [====>.........................] - ETA: 2s - loss: 0.0068"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "60000/60000 [==============================] - 2s 40us/step - loss: 0.0070\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 271/500\n",
            "60000/60000 [==============================] - 3s 42us/step - loss: 0.0070\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 272/500\n",
            "60000/60000 [==============================] - 2s 41us/step - loss: 0.0070\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 273/500\n",
            "60000/60000 [==============================] - 2s 40us/step - loss: 0.0070\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 274/500\n",
            "60000/60000 [==============================] - 2s 40us/step - loss: 0.0070\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 275/500\n",
            "60000/60000 [==============================] - 2s 39us/step - loss: 0.0069\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 276/500\n",
            "11264/60000 [====>.........................] - ETA: 2s - loss: 0.0070"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "60000/60000 [==============================] - 2s 40us/step - loss: 0.0070\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 277/500\n",
            "60000/60000 [==============================] - 2s 40us/step - loss: 0.0070\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 278/500\n",
            "60000/60000 [==============================] - 2s 41us/step - loss: 0.0070\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 279/500\n",
            "60000/60000 [==============================] - 2s 41us/step - loss: 0.0070\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 280/500\n",
            "60000/60000 [==============================] - 3s 42us/step - loss: 0.0070\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 281/500\n",
            "60000/60000 [==============================] - 2s 41us/step - loss: 0.0069\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 282/500\n",
            " 7680/60000 [==>...........................] - ETA: 2s - loss: 0.0070"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "60000/60000 [==============================] - 3s 43us/step - loss: 0.0070\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 283/500\n",
            "60000/60000 [==============================] - 2s 41us/step - loss: 0.0069\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 284/500\n",
            "60000/60000 [==============================] - 2s 38us/step - loss: 0.0070\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 285/500\n",
            "60000/60000 [==============================] - 2s 39us/step - loss: 0.0069\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 286/500\n",
            "60000/60000 [==============================] - 2s 40us/step - loss: 0.0069\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 287/500\n",
            "60000/60000 [==============================] - 2s 41us/step - loss: 0.0069\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 288/500\n",
            "11520/60000 [====>.........................] - ETA: 1s - loss: 0.0066"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "60000/60000 [==============================] - 2s 41us/step - loss: 0.0069\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 289/500\n",
            "60000/60000 [==============================] - 3s 42us/step - loss: 0.0069\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 290/500\n",
            "60000/60000 [==============================] - 2s 41us/step - loss: 0.0070\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 291/500\n",
            "60000/60000 [==============================] - 3s 42us/step - loss: 0.0069\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 292/500\n",
            "60000/60000 [==============================] - 2s 40us/step - loss: 0.0069\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 293/500\n",
            "60000/60000 [==============================] - 3s 43us/step - loss: 0.0069\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 294/500\n",
            " 6528/60000 [==>...........................] - ETA: 2s - loss: 0.0065"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "60000/60000 [==============================] - 2s 41us/step - loss: 0.0069\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 295/500\n",
            "60000/60000 [==============================] - 2s 41us/step - loss: 0.0069\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 296/500\n",
            "60000/60000 [==============================] - 2s 41us/step - loss: 0.0069\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 297/500\n",
            "60000/60000 [==============================] - 2s 41us/step - loss: 0.0069\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 298/500\n",
            "60000/60000 [==============================] - 2s 41us/step - loss: 0.0069\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 299/500\n",
            "60000/60000 [==============================] - 2s 41us/step - loss: 0.0070\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 300/500\n",
            " 2944/60000 [>.............................] - ETA: 3s - loss: 0.0058"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "60000/60000 [==============================] - 3s 42us/step - loss: 0.0069\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 301/500\n",
            "60000/60000 [==============================] - 3s 42us/step - loss: 0.0069\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 302/500\n",
            "60000/60000 [==============================] - 2s 41us/step - loss: 0.0069\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 303/500\n",
            "60000/60000 [==============================] - 2s 41us/step - loss: 0.0070\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 304/500\n",
            "60000/60000 [==============================] - 2s 39us/step - loss: 0.0069\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 305/500\n",
            "60000/60000 [==============================] - 3s 42us/step - loss: 0.0069\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 306/500\n",
            " 6272/60000 [==>...........................] - ETA: 2s - loss: 0.0070"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "60000/60000 [==============================] - 3s 42us/step - loss: 0.0069\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 307/500\n",
            "60000/60000 [==============================] - 2s 41us/step - loss: 0.0069\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 308/500\n",
            "60000/60000 [==============================] - 2s 41us/step - loss: 0.0068\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 309/500\n",
            "60000/60000 [==============================] - 3s 42us/step - loss: 0.0068\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 310/500\n",
            "60000/60000 [==============================] - 2s 41us/step - loss: 0.0069\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 311/500\n",
            "60000/60000 [==============================] - 2s 41us/step - loss: 0.0069\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 312/500\n",
            " 8192/60000 [===>..........................] - ETA: 2s - loss: 0.0066"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "60000/60000 [==============================] - 2s 40us/step - loss: 0.0069\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 313/500\n",
            "60000/60000 [==============================] - 2s 41us/step - loss: 0.0069\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 314/500\n",
            "60000/60000 [==============================] - 2s 40us/step - loss: 0.0070\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 315/500\n",
            "60000/60000 [==============================] - 3s 42us/step - loss: 0.0070\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 316/500\n",
            "60000/60000 [==============================] - 2s 42us/step - loss: 0.0068\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 317/500\n",
            "60000/60000 [==============================] - 3s 48us/step - loss: 0.0068\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 318/500\n",
            "  128/60000 [..............................] - ETA: 3s - loss: 0.0075"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "60000/60000 [==============================] - 3s 46us/step - loss: 0.0069\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 319/500\n",
            "60000/60000 [==============================] - 3s 55us/step - loss: 0.0069\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 320/500\n",
            "60000/60000 [==============================] - 3s 52us/step - loss: 0.0069\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 321/500\n",
            "60000/60000 [==============================] - 4s 62us/step - loss: 0.0069\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 322/500\n",
            "60000/60000 [==============================] - 4s 61us/step - loss: 0.0069\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 323/500\n",
            "13568/60000 [=====>........................] - ETA: 2s - loss: 0.0072"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "60000/60000 [==============================] - 3s 57us/step - loss: 0.0069\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 324/500\n",
            "60000/60000 [==============================] - 3s 58us/step - loss: 0.0069\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 325/500\n",
            "60000/60000 [==============================] - 2s 41us/step - loss: 0.0068\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 326/500\n",
            "60000/60000 [==============================] - 2s 39us/step - loss: 0.0069\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 327/500\n",
            "60000/60000 [==============================] - 2s 40us/step - loss: 0.0069\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 328/500\n",
            "59392/60000 [============================>.] - ETA: 0s - loss: 0.0068"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\b\r60000/60000 [==============================] - 3s 44us/step - loss: 0.0068\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 329/500\n",
            "60000/60000 [==============================] - 2s 40us/step - loss: 0.0068\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 330/500\n",
            "60000/60000 [==============================] - 2s 40us/step - loss: 0.0069\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 331/500\n",
            "60000/60000 [==============================] - 2s 39us/step - loss: 0.0068\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 332/500\n",
            "60000/60000 [==============================] - 2s 40us/step - loss: 0.0069\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 333/500\n",
            "47872/60000 [======================>.......] - ETA: 0s - loss: 0.0067"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "60000/60000 [==============================] - 2s 40us/step - loss: 0.0069\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 334/500\n",
            "60000/60000 [==============================] - 2s 40us/step - loss: 0.0068\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 335/500\n",
            "60000/60000 [==============================] - 2s 41us/step - loss: 0.0069\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 336/500\n",
            "60000/60000 [==============================] - 2s 40us/step - loss: 0.0068\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 337/500\n",
            "60000/60000 [==============================] - 2s 40us/step - loss: 0.0068\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 338/500\n",
            "60000/60000 [==============================] - 2s 40us/step - loss: 0.0069\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 339/500\n",
            "15616/60000 [======>.......................] - ETA: 1s - loss: 0.0072"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "60000/60000 [==============================] - 2s 42us/step - loss: 0.0070\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 340/500\n",
            "60000/60000 [==============================] - 2s 39us/step - loss: 0.0069\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 341/500\n",
            "60000/60000 [==============================] - 2s 39us/step - loss: 0.0069\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 342/500\n",
            "60000/60000 [==============================] - 2s 39us/step - loss: 0.0068\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 343/500\n",
            "60000/60000 [==============================] - 2s 40us/step - loss: 0.0068\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 344/500\n",
            "60000/60000 [==============================] - 2s 40us/step - loss: 0.0068\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 345/500\n",
            "12032/60000 [=====>........................] - ETA: 1s - loss: 0.0069"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "60000/60000 [==============================] - 2s 40us/step - loss: 0.0068\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 346/500\n",
            "60000/60000 [==============================] - 2s 40us/step - loss: 0.0067\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 347/500\n",
            "60000/60000 [==============================] - 2s 40us/step - loss: 0.0068\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 348/500\n",
            "60000/60000 [==============================] - 2s 39us/step - loss: 0.0069\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 349/500\n",
            "60000/60000 [==============================] - 2s 39us/step - loss: 0.0068\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 350/500\n",
            "60000/60000 [==============================] - 2s 40us/step - loss: 0.0067\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 351/500\n",
            "14592/60000 [======>.......................] - ETA: 1s - loss: 0.0066"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "60000/60000 [==============================] - 2s 39us/step - loss: 0.0068\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 352/500\n",
            "60000/60000 [==============================] - 2s 39us/step - loss: 0.0069\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 353/500\n",
            "60000/60000 [==============================] - 2s 40us/step - loss: 0.0067\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 354/500\n",
            "60000/60000 [==============================] - 2s 40us/step - loss: 0.0068\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 355/500\n",
            "60000/60000 [==============================] - 2s 40us/step - loss: 0.0068\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 356/500\n",
            "60000/60000 [==============================] - 2s 40us/step - loss: 0.0069\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 357/500\n",
            "12032/60000 [=====>........................] - ETA: 1s - loss: 0.0065"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "60000/60000 [==============================] - 2s 40us/step - loss: 0.0068\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 358/500\n",
            "60000/60000 [==============================] - 2s 40us/step - loss: 0.0068\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 359/500\n",
            "60000/60000 [==============================] - 2s 40us/step - loss: 0.0069\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 360/500\n",
            "60000/60000 [==============================] - 2s 40us/step - loss: 0.0068\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 361/500\n",
            "60000/60000 [==============================] - 2s 40us/step - loss: 0.0069\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 362/500\n",
            "60000/60000 [==============================] - 2s 41us/step - loss: 0.0068\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 363/500\n",
            "10624/60000 [====>.........................] - ETA: 1s - loss: 0.0066"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "60000/60000 [==============================] - 2s 40us/step - loss: 0.0068\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 364/500\n",
            "60000/60000 [==============================] - 2s 40us/step - loss: 0.0068\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 365/500\n",
            "60000/60000 [==============================] - 2s 40us/step - loss: 0.0068\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 366/500\n",
            "60000/60000 [==============================] - 2s 40us/step - loss: 0.0068\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 367/500\n",
            "60000/60000 [==============================] - 2s 40us/step - loss: 0.0068\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 368/500\n",
            "60000/60000 [==============================] - 2s 40us/step - loss: 0.0067\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 369/500\n",
            "13312/60000 [=====>........................] - ETA: 1s - loss: 0.0068"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "60000/60000 [==============================] - 2s 41us/step - loss: 0.0068\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 370/500\n",
            "60000/60000 [==============================] - 2s 41us/step - loss: 0.0069\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 371/500\n",
            "60000/60000 [==============================] - 2s 41us/step - loss: 0.0068\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 372/500\n",
            "60000/60000 [==============================] - 2s 40us/step - loss: 0.0069\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 373/500\n",
            "60000/60000 [==============================] - 2s 40us/step - loss: 0.0068\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 374/500\n",
            "60000/60000 [==============================] - 2s 41us/step - loss: 0.0068\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 375/500\n",
            " 9088/60000 [===>..........................] - ETA: 2s - loss: 0.0070"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "60000/60000 [==============================] - 2s 41us/step - loss: 0.0067\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 376/500\n",
            "60000/60000 [==============================] - 2s 40us/step - loss: 0.0068\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 377/500\n",
            "60000/60000 [==============================] - 2s 41us/step - loss: 0.0068\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 378/500\n",
            "60000/60000 [==============================] - 2s 41us/step - loss: 0.0068\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 379/500\n",
            "60000/60000 [==============================] - 2s 41us/step - loss: 0.0068\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 380/500\n",
            "60000/60000 [==============================] - 2s 40us/step - loss: 0.0068\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 381/500\n",
            " 7936/60000 [==>...........................] - ETA: 2s - loss: 0.0069"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "60000/60000 [==============================] - 2s 41us/step - loss: 0.0068\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 382/500\n",
            "60000/60000 [==============================] - 2s 41us/step - loss: 0.0067\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 383/500\n",
            "60000/60000 [==============================] - 2s 41us/step - loss: 0.0068\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 384/500\n",
            "60000/60000 [==============================] - 2s 41us/step - loss: 0.0068\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 385/500\n",
            "60000/60000 [==============================] - 2s 41us/step - loss: 0.0068\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 386/500\n",
            "60000/60000 [==============================] - 2s 40us/step - loss: 0.0069\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 387/500\n",
            " 8320/60000 [===>..........................] - ETA: 2s - loss: 0.0069"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "60000/60000 [==============================] - 2s 40us/step - loss: 0.0068\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 388/500\n",
            "60000/60000 [==============================] - 2s 41us/step - loss: 0.0068\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 389/500\n",
            "60000/60000 [==============================] - 2s 41us/step - loss: 0.0068\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 390/500\n",
            "60000/60000 [==============================] - 2s 41us/step - loss: 0.0067\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 391/500\n",
            "60000/60000 [==============================] - 2s 40us/step - loss: 0.0068\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 392/500\n",
            "60000/60000 [==============================] - 2s 40us/step - loss: 0.0067\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 393/500\n",
            " 7424/60000 [==>...........................] - ETA: 2s - loss: 0.0061"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "60000/60000 [==============================] - 2s 40us/step - loss: 0.0068\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 394/500\n",
            "60000/60000 [==============================] - 2s 41us/step - loss: 0.0068\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 395/500\n",
            "60000/60000 [==============================] - 2s 41us/step - loss: 0.0068\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 396/500\n",
            "60000/60000 [==============================] - 2s 40us/step - loss: 0.0068\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 397/500\n",
            "60000/60000 [==============================] - 2s 40us/step - loss: 0.0067\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 398/500\n",
            "60000/60000 [==============================] - 2s 40us/step - loss: 0.0067\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 399/500\n",
            " 9216/60000 [===>..........................] - ETA: 2s - loss: 0.0068"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "60000/60000 [==============================] - 2s 40us/step - loss: 0.0068\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 400/500\n",
            "60000/60000 [==============================] - 2s 40us/step - loss: 0.0067\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 401/500\n",
            "60000/60000 [==============================] - 2s 41us/step - loss: 0.0068\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 402/500\n",
            "60000/60000 [==============================] - 2s 40us/step - loss: 0.0068\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 403/500\n",
            "60000/60000 [==============================] - 2s 41us/step - loss: 0.0067\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 404/500\n",
            "60000/60000 [==============================] - 2s 41us/step - loss: 0.0068\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 405/500\n",
            " 9344/60000 [===>..........................] - ETA: 2s - loss: 0.0065"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "60000/60000 [==============================] - 2s 40us/step - loss: 0.0067\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 406/500\n",
            "60000/60000 [==============================] - 2s 40us/step - loss: 0.0068\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 407/500\n",
            "60000/60000 [==============================] - 2s 40us/step - loss: 0.0068\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 408/500\n",
            "60000/60000 [==============================] - 2s 40us/step - loss: 0.0067\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 409/500\n",
            "60000/60000 [==============================] - 2s 40us/step - loss: 0.0067\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 410/500\n",
            "60000/60000 [==============================] - 2s 41us/step - loss: 0.0067\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 411/500\n",
            " 7680/60000 [==>...........................] - ETA: 2s - loss: 0.0070"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "60000/60000 [==============================] - 2s 40us/step - loss: 0.0068\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 412/500\n",
            "60000/60000 [==============================] - 2s 40us/step - loss: 0.0067\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 413/500\n",
            "60000/60000 [==============================] - 2s 40us/step - loss: 0.0068\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 414/500\n",
            "60000/60000 [==============================] - 2s 40us/step - loss: 0.0067\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 415/500\n",
            "60000/60000 [==============================] - 2s 40us/step - loss: 0.0067\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 416/500\n",
            "60000/60000 [==============================] - 2s 40us/step - loss: 0.0068\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 417/500\n",
            "11520/60000 [====>.........................] - ETA: 1s - loss: 0.0068"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "60000/60000 [==============================] - 2s 41us/step - loss: 0.0068\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 418/500\n",
            "60000/60000 [==============================] - 2s 41us/step - loss: 0.0067\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 419/500\n",
            "60000/60000 [==============================] - 2s 41us/step - loss: 0.0067\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 420/500\n",
            "60000/60000 [==============================] - 2s 42us/step - loss: 0.0068\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 421/500\n",
            "60000/60000 [==============================] - 2s 41us/step - loss: 0.0067\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 422/500\n",
            "60000/60000 [==============================] - 2s 41us/step - loss: 0.0067\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 423/500\n",
            " 5248/60000 [=>............................] - ETA: 2s - loss: 0.0060"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "60000/60000 [==============================] - 2s 40us/step - loss: 0.0066\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 424/500\n",
            "60000/60000 [==============================] - 2s 41us/step - loss: 0.0067\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 425/500\n",
            "60000/60000 [==============================] - 2s 40us/step - loss: 0.0068\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 426/500\n",
            "60000/60000 [==============================] - 2s 39us/step - loss: 0.0068\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 427/500\n",
            "60000/60000 [==============================] - 2s 40us/step - loss: 0.0067\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 428/500\n",
            "60000/60000 [==============================] - 2s 41us/step - loss: 0.0069\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 429/500\n",
            " 8704/60000 [===>..........................] - ETA: 2s - loss: 0.0068"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "60000/60000 [==============================] - 2s 41us/step - loss: 0.0068\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 430/500\n",
            "60000/60000 [==============================] - 2s 40us/step - loss: 0.0067\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 431/500\n",
            "60000/60000 [==============================] - 2s 40us/step - loss: 0.0066\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 432/500\n",
            "60000/60000 [==============================] - 2s 40us/step - loss: 0.0067\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 433/500\n",
            "60000/60000 [==============================] - 2s 40us/step - loss: 0.0067\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 434/500\n",
            "60000/60000 [==============================] - 2s 40us/step - loss: 0.0068\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 435/500\n",
            "11392/60000 [====>.........................] - ETA: 2s - loss: 0.0071"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "60000/60000 [==============================] - 2s 40us/step - loss: 0.0067\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 436/500\n",
            "60000/60000 [==============================] - 2s 40us/step - loss: 0.0066\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 437/500\n",
            "60000/60000 [==============================] - 2s 41us/step - loss: 0.0067\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 438/500\n",
            "60000/60000 [==============================] - 2s 41us/step - loss: 0.0067\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 439/500\n",
            "60000/60000 [==============================] - 2s 41us/step - loss: 0.0067\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 440/500\n",
            "60000/60000 [==============================] - 2s 41us/step - loss: 0.0067\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 441/500\n",
            " 9088/60000 [===>..........................] - ETA: 2s - loss: 0.0062"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "60000/60000 [==============================] - 2s 40us/step - loss: 0.0067\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 442/500\n",
            "60000/60000 [==============================] - 2s 40us/step - loss: 0.0067\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 443/500\n",
            "60000/60000 [==============================] - 2s 40us/step - loss: 0.0067\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 444/500\n",
            "60000/60000 [==============================] - 2s 40us/step - loss: 0.0067\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 445/500\n",
            "60000/60000 [==============================] - 2s 40us/step - loss: 0.0067\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 446/500\n",
            "60000/60000 [==============================] - 2s 41us/step - loss: 0.0067\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 447/500\n",
            " 9216/60000 [===>..........................] - ETA: 2s - loss: 0.0064"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "60000/60000 [==============================] - 2s 41us/step - loss: 0.0066\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 448/500\n",
            "60000/60000 [==============================] - 2s 40us/step - loss: 0.0067\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 449/500\n",
            "60000/60000 [==============================] - 2s 40us/step - loss: 0.0067\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 450/500\n",
            "60000/60000 [==============================] - 2s 40us/step - loss: 0.0067\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 451/500\n",
            "60000/60000 [==============================] - 2s 40us/step - loss: 0.0067\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 452/500\n",
            "60000/60000 [==============================] - 2s 41us/step - loss: 0.0067\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 453/500\n",
            " 6656/60000 [==>...........................] - ETA: 2s - loss: 0.0068"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "60000/60000 [==============================] - 2s 41us/step - loss: 0.0067\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 454/500\n",
            "60000/60000 [==============================] - 2s 41us/step - loss: 0.0067\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 455/500\n",
            "60000/60000 [==============================] - 2s 40us/step - loss: 0.0066\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 456/500\n",
            "60000/60000 [==============================] - 2s 40us/step - loss: 0.0067\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 457/500\n",
            "60000/60000 [==============================] - 2s 41us/step - loss: 0.0067\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 458/500\n",
            "60000/60000 [==============================] - 2s 41us/step - loss: 0.0067\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 459/500\n",
            " 7808/60000 [==>...........................] - ETA: 2s - loss: 0.0069"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "60000/60000 [==============================] - 2s 41us/step - loss: 0.0067\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 460/500\n",
            "60000/60000 [==============================] - 2s 41us/step - loss: 0.0067\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 461/500\n",
            "60000/60000 [==============================] - 2s 41us/step - loss: 0.0067\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 462/500\n",
            "60000/60000 [==============================] - 2s 41us/step - loss: 0.0067\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 463/500\n",
            "60000/60000 [==============================] - 2s 39us/step - loss: 0.0066\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 464/500\n",
            "60000/60000 [==============================] - 2s 40us/step - loss: 0.0066\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 465/500\n",
            "10496/60000 [====>.........................] - ETA: 2s - loss: 0.0067"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "60000/60000 [==============================] - 2s 41us/step - loss: 0.0068\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 466/500\n",
            "60000/60000 [==============================] - 2s 40us/step - loss: 0.0067\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 467/500\n",
            "60000/60000 [==============================] - 2s 40us/step - loss: 0.0067\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 468/500\n",
            "60000/60000 [==============================] - 2s 40us/step - loss: 0.0067\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 469/500\n",
            "60000/60000 [==============================] - 2s 40us/step - loss: 0.0066\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 470/500\n",
            "60000/60000 [==============================] - 2s 40us/step - loss: 0.0067\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 471/500\n",
            "10624/60000 [====>.........................] - ETA: 1s - loss: 0.0062"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "60000/60000 [==============================] - 2s 40us/step - loss: 0.0067\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 472/500\n",
            "60000/60000 [==============================] - 2s 39us/step - loss: 0.0067\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 473/500\n",
            "60000/60000 [==============================] - 2s 39us/step - loss: 0.0066\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 474/500\n",
            "60000/60000 [==============================] - 2s 38us/step - loss: 0.0068\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 475/500\n",
            "60000/60000 [==============================] - 2s 39us/step - loss: 0.0067\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 476/500\n",
            "60000/60000 [==============================] - 2s 39us/step - loss: 0.0067\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 477/500\n",
            "15744/60000 [======>.......................] - ETA: 1s - loss: 0.0066"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "60000/60000 [==============================] - 2s 41us/step - loss: 0.0067\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 478/500\n",
            "60000/60000 [==============================] - 2s 41us/step - loss: 0.0066\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 479/500\n",
            "60000/60000 [==============================] - 2s 41us/step - loss: 0.0066\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 480/500\n",
            "60000/60000 [==============================] - 2s 42us/step - loss: 0.0067\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 481/500\n",
            "60000/60000 [==============================] - 2s 41us/step - loss: 0.0067\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 482/500\n",
            "60000/60000 [==============================] - 2s 41us/step - loss: 0.0066\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 483/500\n",
            " 6400/60000 [==>...........................] - ETA: 2s - loss: 0.0058"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "60000/60000 [==============================] - 2s 41us/step - loss: 0.0067\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 484/500\n",
            "60000/60000 [==============================] - 2s 40us/step - loss: 0.0067\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 485/500\n",
            "60000/60000 [==============================] - 2s 40us/step - loss: 0.0067\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 486/500\n",
            "60000/60000 [==============================] - 2s 41us/step - loss: 0.0067\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 487/500\n",
            "60000/60000 [==============================] - 2s 41us/step - loss: 0.0067\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 488/500\n",
            "60000/60000 [==============================] - 2s 41us/step - loss: 0.0067\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 489/500\n",
            " 9344/60000 [===>..........................] - ETA: 2s - loss: 0.0065"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "60000/60000 [==============================] - 2s 41us/step - loss: 0.0066\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 490/500\n",
            "60000/60000 [==============================] - 2s 41us/step - loss: 0.0066\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 491/500\n",
            "60000/60000 [==============================] - 2s 41us/step - loss: 0.0066\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 492/500\n",
            "60000/60000 [==============================] - 2s 41us/step - loss: 0.0066\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 493/500\n",
            "60000/60000 [==============================] - 2s 42us/step - loss: 0.0067\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 494/500\n",
            "60000/60000 [==============================] - 2s 41us/step - loss: 0.0066\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 495/500\n",
            " 5120/60000 [=>............................] - ETA: 2s - loss: 0.0060"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "60000/60000 [==============================] - 2s 41us/step - loss: 0.0067\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 496/500\n",
            "60000/60000 [==============================] - 2s 40us/step - loss: 0.0067\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 497/500\n",
            "60000/60000 [==============================] - 2s 40us/step - loss: 0.0067\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 498/500\n",
            "60000/60000 [==============================] - 2s 40us/step - loss: 0.0066\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 499/500\n",
            "60000/60000 [==============================] - 2s 39us/step - loss: 0.0066\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 500/500\n",
            "60000/60000 [==============================] - 2s 40us/step - loss: 0.0066\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 1/500\n",
            " 8832/60000 [===>..........................] - ETA: 3s - loss: 0.0064"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "60000/60000 [==============================] - 3s 44us/step - loss: 0.0067\n",
            "\n",
            "LR: 0.010000\n",
            "\n",
            "Epoch 2/500\n",
            "60000/60000 [==============================] - 2s 41us/step - loss: 0.0067\n",
            "\n",
            "LR: 0.010000\n",
            "\n",
            "Epoch 3/500\n",
            "60000/60000 [==============================] - 2s 41us/step - loss: 0.0066\n",
            "\n",
            "LR: 0.007071\n",
            "\n",
            "Epoch 4/500\n",
            "60000/60000 [==============================] - 2s 41us/step - loss: 0.0066\n",
            "\n",
            "LR: 0.004082\n",
            "\n",
            "Epoch 5/500\n",
            "60000/60000 [==============================] - 2s 41us/step - loss: 0.0066\n",
            "\n",
            "LR: 0.002041\n",
            "\n",
            "Epoch 6/500\n",
            "60000/60000 [==============================] - 2s 41us/step - loss: 0.0066\n",
            "\n",
            "LR: 0.000913\n",
            "\n",
            "Epoch 7/500\n",
            " 8960/60000 [===>..........................] - ETA: 2s - loss: 0.0056"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "60000/60000 [==============================] - 2s 41us/step - loss: 0.0066\n",
            "\n",
            "LR: 0.000373\n",
            "\n",
            "Epoch 8/500\n",
            "60000/60000 [==============================] - 3s 42us/step - loss: 0.0065\n",
            "\n",
            "LR: 0.000141\n",
            "\n",
            "Epoch 9/500\n",
            "60000/60000 [==============================] - 2s 41us/step - loss: 0.0066\n",
            "\n",
            "LR: 0.000050\n",
            "\n",
            "Epoch 10/500\n",
            "60000/60000 [==============================] - 2s 41us/step - loss: 0.0066\n",
            "\n",
            "LR: 0.000017\n",
            "\n",
            "Epoch 11/500\n",
            "60000/60000 [==============================] - 2s 42us/step - loss: 0.0066\n",
            "\n",
            "LR: 0.000005\n",
            "\n",
            "Epoch 12/500\n",
            "60000/60000 [==============================] - 2s 41us/step - loss: 0.0066\n",
            "\n",
            "LR: 0.000002\n",
            "\n",
            "Epoch 13/500\n",
            " 6144/60000 [==>...........................] - ETA: 2s - loss: 0.0072"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "60000/60000 [==============================] - 2s 41us/step - loss: 0.0066\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 14/500\n",
            "60000/60000 [==============================] - 2s 42us/step - loss: 0.0066\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 15/500\n",
            "60000/60000 [==============================] - 2s 41us/step - loss: 0.0065\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 16/500\n",
            "60000/60000 [==============================] - 2s 41us/step - loss: 0.0066\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 17/500\n",
            "60000/60000 [==============================] - 2s 41us/step - loss: 0.0066\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 18/500\n",
            "60000/60000 [==============================] - 2s 41us/step - loss: 0.0065\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 19/500\n",
            " 7680/60000 [==>...........................] - ETA: 2s - loss: 0.0064"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "60000/60000 [==============================] - 2s 41us/step - loss: 0.0065\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 20/500\n",
            "60000/60000 [==============================] - 2s 41us/step - loss: 0.0066\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 21/500\n",
            "60000/60000 [==============================] - 2s 41us/step - loss: 0.0065\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 22/500\n",
            "60000/60000 [==============================] - 2s 41us/step - loss: 0.0066\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 23/500\n",
            "60000/60000 [==============================] - 3s 42us/step - loss: 0.0066\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 24/500\n",
            "60000/60000 [==============================] - 2s 42us/step - loss: 0.0065\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 25/500\n",
            " 5120/60000 [=>............................] - ETA: 2s - loss: 0.0065"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "60000/60000 [==============================] - 2s 41us/step - loss: 0.0065\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 26/500\n",
            "60000/60000 [==============================] - 2s 41us/step - loss: 0.0065\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 27/500\n",
            "60000/60000 [==============================] - 2s 41us/step - loss: 0.0066\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 28/500\n",
            "60000/60000 [==============================] - 3s 42us/step - loss: 0.0065\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 29/500\n",
            "60000/60000 [==============================] - 3s 42us/step - loss: 0.0065\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 30/500\n",
            "60000/60000 [==============================] - 2s 41us/step - loss: 0.0065\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 31/500\n",
            " 2688/60000 [>.............................] - ETA: 2s - loss: 0.0062"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "60000/60000 [==============================] - 2s 41us/step - loss: 0.0065\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 32/500\n",
            "60000/60000 [==============================] - 2s 41us/step - loss: 0.0065\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 33/500\n",
            "60000/60000 [==============================] - 2s 41us/step - loss: 0.0066\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 34/500\n",
            "60000/60000 [==============================] - 2s 41us/step - loss: 0.0066\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 35/500\n",
            "60000/60000 [==============================] - 2s 42us/step - loss: 0.0065\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 36/500\n",
            "60000/60000 [==============================] - 2s 41us/step - loss: 0.0064\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 37/500\n",
            " 4992/60000 [=>............................] - ETA: 2s - loss: 0.0055"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "60000/60000 [==============================] - 2s 41us/step - loss: 0.0065\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 38/500\n",
            "60000/60000 [==============================] - 2s 41us/step - loss: 0.0065\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 39/500\n",
            "60000/60000 [==============================] - 2s 41us/step - loss: 0.0065\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 40/500\n",
            "60000/60000 [==============================] - 2s 41us/step - loss: 0.0064\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 41/500\n",
            "60000/60000 [==============================] - 2s 41us/step - loss: 0.0064\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 42/500\n",
            "60000/60000 [==============================] - 2s 40us/step - loss: 0.0065\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 43/500\n",
            " 8960/60000 [===>..........................] - ETA: 2s - loss: 0.0063"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "60000/60000 [==============================] - 2s 40us/step - loss: 0.0064\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 44/500\n",
            "60000/60000 [==============================] - 2s 40us/step - loss: 0.0064\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 45/500\n",
            "60000/60000 [==============================] - 2s 40us/step - loss: 0.0064\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 46/500\n",
            "60000/60000 [==============================] - 3s 42us/step - loss: 0.0064\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 47/500\n",
            "60000/60000 [==============================] - 2s 41us/step - loss: 0.0064\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 48/500\n",
            "60000/60000 [==============================] - 2s 41us/step - loss: 0.0064\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 49/500\n",
            " 8960/60000 [===>..........................] - ETA: 2s - loss: 0.0063"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "60000/60000 [==============================] - 2s 41us/step - loss: 0.0063\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 50/500\n",
            "60000/60000 [==============================] - 2s 41us/step - loss: 0.0064\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 51/500\n",
            "60000/60000 [==============================] - 2s 42us/step - loss: 0.0064\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 52/500\n",
            "60000/60000 [==============================] - 2s 42us/step - loss: 0.0064\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 53/500\n",
            "60000/60000 [==============================] - 2s 41us/step - loss: 0.0063\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 54/500\n",
            "60000/60000 [==============================] - 2s 41us/step - loss: 0.0064\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 55/500\n",
            " 6528/60000 [==>...........................] - ETA: 2s - loss: 0.0068"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "60000/60000 [==============================] - 2s 41us/step - loss: 0.0064\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 56/500\n",
            "60000/60000 [==============================] - 2s 41us/step - loss: 0.0064\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 57/500\n",
            "60000/60000 [==============================] - 2s 41us/step - loss: 0.0064\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 58/500\n",
            "60000/60000 [==============================] - 2s 40us/step - loss: 0.0064\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 59/500\n",
            "60000/60000 [==============================] - 2s 40us/step - loss: 0.0065\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 60/500\n",
            "60000/60000 [==============================] - 2s 41us/step - loss: 0.0064\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 61/500\n",
            " 8704/60000 [===>..........................] - ETA: 2s - loss: 0.0071"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "60000/60000 [==============================] - 2s 42us/step - loss: 0.0064\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 62/500\n",
            "60000/60000 [==============================] - 2s 42us/step - loss: 0.0064\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 63/500\n",
            "60000/60000 [==============================] - 3s 42us/step - loss: 0.0064\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 64/500\n",
            "60000/60000 [==============================] - 2s 42us/step - loss: 0.0064\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 65/500\n",
            "60000/60000 [==============================] - 2s 42us/step - loss: 0.0065\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 66/500\n",
            "60000/60000 [==============================] - 2s 41us/step - loss: 0.0064\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 67/500\n",
            " 6400/60000 [==>...........................] - ETA: 2s - loss: 0.0063"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "60000/60000 [==============================] - 2s 41us/step - loss: 0.0063\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 68/500\n",
            "60000/60000 [==============================] - 2s 41us/step - loss: 0.0064\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 69/500\n",
            "60000/60000 [==============================] - 2s 41us/step - loss: 0.0065\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 70/500\n",
            "60000/60000 [==============================] - 2s 42us/step - loss: 0.0064\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 71/500\n",
            "60000/60000 [==============================] - 2s 41us/step - loss: 0.0064\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 72/500\n",
            "60000/60000 [==============================] - 2s 41us/step - loss: 0.0064\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 73/500\n",
            " 7424/60000 [==>...........................] - ETA: 2s - loss: 0.0069"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "60000/60000 [==============================] - 3s 43us/step - loss: 0.0064\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 74/500\n",
            "60000/60000 [==============================] - 2s 42us/step - loss: 0.0064\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 75/500\n",
            "60000/60000 [==============================] - 3s 42us/step - loss: 0.0064\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 76/500\n",
            "60000/60000 [==============================] - 2s 41us/step - loss: 0.0064\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 77/500\n",
            "60000/60000 [==============================] - 2s 41us/step - loss: 0.0063\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 78/500\n",
            "60000/60000 [==============================] - 2s 41us/step - loss: 0.0064\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 79/500\n",
            " 6784/60000 [==>...........................] - ETA: 2s - loss: 0.0064"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "60000/60000 [==============================] - 2s 41us/step - loss: 0.0063\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 80/500\n",
            "60000/60000 [==============================] - 2s 40us/step - loss: 0.0064\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 81/500\n",
            "60000/60000 [==============================] - 2s 42us/step - loss: 0.0064\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 82/500\n",
            "60000/60000 [==============================] - 2s 42us/step - loss: 0.0064\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 83/500\n",
            "60000/60000 [==============================] - 2s 42us/step - loss: 0.0064\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 84/500\n",
            "60000/60000 [==============================] - 2s 41us/step - loss: 0.0063\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 85/500\n",
            " 6528/60000 [==>...........................] - ETA: 2s - loss: 0.0065"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "60000/60000 [==============================] - 2s 41us/step - loss: 0.0064\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 86/500\n",
            "60000/60000 [==============================] - 2s 40us/step - loss: 0.0063\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 87/500\n",
            "60000/60000 [==============================] - 2s 40us/step - loss: 0.0063\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 88/500\n",
            "60000/60000 [==============================] - 2s 40us/step - loss: 0.0063\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 89/500\n",
            "60000/60000 [==============================] - 2s 40us/step - loss: 0.0064\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 90/500\n",
            "60000/60000 [==============================] - 2s 40us/step - loss: 0.0064\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 91/500\n",
            "12672/60000 [=====>........................] - ETA: 1s - loss: 0.0065"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "60000/60000 [==============================] - 2s 40us/step - loss: 0.0063\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 92/500\n",
            "60000/60000 [==============================] - 2s 41us/step - loss: 0.0064\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 93/500\n",
            "60000/60000 [==============================] - 2s 41us/step - loss: 0.0063\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 94/500\n",
            "60000/60000 [==============================] - 2s 40us/step - loss: 0.0064\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 95/500\n",
            "60000/60000 [==============================] - 2s 41us/step - loss: 0.0064\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 96/500\n",
            "60000/60000 [==============================] - 3s 42us/step - loss: 0.0064\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 97/500\n",
            " 9088/60000 [===>..........................] - ETA: 2s - loss: 0.0057"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "60000/60000 [==============================] - 2s 41us/step - loss: 0.0063\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 98/500\n",
            "60000/60000 [==============================] - 2s 42us/step - loss: 0.0063\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 99/500\n",
            "60000/60000 [==============================] - 3s 42us/step - loss: 0.0064\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 100/500\n",
            "60000/60000 [==============================] - 2s 42us/step - loss: 0.0063\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 101/500\n",
            "60000/60000 [==============================] - 3s 42us/step - loss: 0.0063\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 102/500\n",
            "60000/60000 [==============================] - 2s 42us/step - loss: 0.0063\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 103/500\n",
            " 6272/60000 [==>...........................] - ETA: 2s - loss: 0.0058"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "60000/60000 [==============================] - 2s 41us/step - loss: 0.0063\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 104/500\n",
            "60000/60000 [==============================] - 2s 41us/step - loss: 0.0064\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 105/500\n",
            "60000/60000 [==============================] - 2s 41us/step - loss: 0.0064\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 106/500\n",
            "60000/60000 [==============================] - 2s 41us/step - loss: 0.0063\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 107/500\n",
            "60000/60000 [==============================] - 2s 41us/step - loss: 0.0063\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 108/500\n",
            "60000/60000 [==============================] - 2s 41us/step - loss: 0.0063\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 109/500\n",
            " 7808/60000 [==>...........................] - ETA: 2s - loss: 0.0064"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "60000/60000 [==============================] - 2s 41us/step - loss: 0.0064\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 110/500\n",
            "60000/60000 [==============================] - 2s 41us/step - loss: 0.0064\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 111/500\n",
            "60000/60000 [==============================] - 3s 42us/step - loss: 0.0063\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 112/500\n",
            "60000/60000 [==============================] - 3s 42us/step - loss: 0.0063\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 113/500\n",
            "60000/60000 [==============================] - 3s 42us/step - loss: 0.0063\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 114/500\n",
            "60000/60000 [==============================] - 3s 43us/step - loss: 0.0064\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 115/500\n",
            " 3712/60000 [>.............................] - ETA: 2s - loss: 0.0064"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "60000/60000 [==============================] - 3s 43us/step - loss: 0.0063\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 116/500\n",
            "60000/60000 [==============================] - 3s 42us/step - loss: 0.0063\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 117/500\n",
            "60000/60000 [==============================] - 3s 42us/step - loss: 0.0063\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 118/500\n",
            "60000/60000 [==============================] - 3s 42us/step - loss: 0.0063\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 119/500\n",
            "60000/60000 [==============================] - 3s 42us/step - loss: 0.0063\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 120/500\n",
            "60000/60000 [==============================] - 3s 42us/step - loss: 0.0063\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 121/500\n",
            " 1280/60000 [..............................] - ETA: 2s - loss: 0.0067"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "60000/60000 [==============================] - 3s 42us/step - loss: 0.0064\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 122/500\n",
            "60000/60000 [==============================] - 3s 42us/step - loss: 0.0064\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 123/500\n",
            "60000/60000 [==============================] - 3s 42us/step - loss: 0.0063\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 124/500\n",
            "60000/60000 [==============================] - 2s 42us/step - loss: 0.0064\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 125/500\n",
            "60000/60000 [==============================] - 2s 42us/step - loss: 0.0063\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 126/500\n",
            "60000/60000 [==============================] - 3s 42us/step - loss: 0.0063\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 127/500\n",
            " 3712/60000 [>.............................] - ETA: 2s - loss: 0.0052"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "60000/60000 [==============================] - 3s 43us/step - loss: 0.0063\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 128/500\n",
            "60000/60000 [==============================] - 3s 43us/step - loss: 0.0063\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 129/500\n",
            "60000/60000 [==============================] - 3s 42us/step - loss: 0.0064\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 130/500\n",
            "60000/60000 [==============================] - 3s 42us/step - loss: 0.0063\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 131/500\n",
            "60000/60000 [==============================] - 3s 42us/step - loss: 0.0063\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 132/500\n",
            "60000/60000 [==============================] - 3s 42us/step - loss: 0.0063\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 133/500\n",
            " 1408/60000 [..............................] - ETA: 2s - loss: 0.0069"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "60000/60000 [==============================] - 3s 42us/step - loss: 0.0063\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 134/500\n",
            "60000/60000 [==============================] - 3s 42us/step - loss: 0.0063\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 135/500\n",
            "60000/60000 [==============================] - 3s 42us/step - loss: 0.0063\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 136/500\n",
            "60000/60000 [==============================] - 2s 41us/step - loss: 0.0063\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 137/500\n",
            "60000/60000 [==============================] - 2s 41us/step - loss: 0.0064\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 138/500\n",
            "60000/60000 [==============================] - 2s 41us/step - loss: 0.0064\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 139/500\n",
            " 6272/60000 [==>...........................] - ETA: 2s - loss: 0.0059"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "60000/60000 [==============================] - 2s 41us/step - loss: 0.0063\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 140/500\n",
            "60000/60000 [==============================] - 3s 42us/step - loss: 0.0064\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 141/500\n",
            "60000/60000 [==============================] - 3s 42us/step - loss: 0.0063\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 142/500\n",
            "60000/60000 [==============================] - 3s 42us/step - loss: 0.0064\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 143/500\n",
            "60000/60000 [==============================] - 3s 42us/step - loss: 0.0063\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 144/500\n",
            "60000/60000 [==============================] - 3s 42us/step - loss: 0.0063\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 145/500\n",
            " 3968/60000 [>.............................] - ETA: 2s - loss: 0.0066"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "60000/60000 [==============================] - 2s 42us/step - loss: 0.0065\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 146/500\n",
            "60000/60000 [==============================] - 2s 42us/step - loss: 0.0064\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 147/500\n",
            "60000/60000 [==============================] - 2s 41us/step - loss: 0.0063\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 148/500\n",
            "60000/60000 [==============================] - 2s 42us/step - loss: 0.0063\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 149/500\n",
            "60000/60000 [==============================] - 2s 42us/step - loss: 0.0063\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 150/500\n",
            "60000/60000 [==============================] - 2s 42us/step - loss: 0.0063\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 151/500\n",
            " 4096/60000 [=>............................] - ETA: 2s - loss: 0.0070"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "60000/60000 [==============================] - 3s 42us/step - loss: 0.0063\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 152/500\n",
            "60000/60000 [==============================] - 2s 42us/step - loss: 0.0064\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 153/500\n",
            "60000/60000 [==============================] - 3s 42us/step - loss: 0.0064\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 154/500\n",
            "60000/60000 [==============================] - 3s 42us/step - loss: 0.0063\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 155/500\n",
            "60000/60000 [==============================] - 3s 42us/step - loss: 0.0064\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 156/500\n",
            "60000/60000 [==============================] - 3s 42us/step - loss: 0.0063\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 157/500\n",
            " 3840/60000 [>.............................] - ETA: 2s - loss: 0.0062"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "60000/60000 [==============================] - 3s 42us/step - loss: 0.0063\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 158/500\n",
            "60000/60000 [==============================] - 3s 42us/step - loss: 0.0063\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 159/500\n",
            "60000/60000 [==============================] - 3s 43us/step - loss: 0.0063\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 160/500\n",
            "60000/60000 [==============================] - 3s 42us/step - loss: 0.0064\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 161/500\n",
            "60000/60000 [==============================] - 2s 41us/step - loss: 0.0063\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 162/500\n",
            "60000/60000 [==============================] - 2s 42us/step - loss: 0.0063\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 163/500\n",
            " 3840/60000 [>.............................] - ETA: 2s - loss: 0.0067"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "60000/60000 [==============================] - 2s 41us/step - loss: 0.0063\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 164/500\n",
            "60000/60000 [==============================] - 3s 42us/step - loss: 0.0063\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 165/500\n",
            "60000/60000 [==============================] - 3s 42us/step - loss: 0.0064\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 166/500\n",
            "60000/60000 [==============================] - 3s 43us/step - loss: 0.0063\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 167/500\n",
            "60000/60000 [==============================] - 3s 42us/step - loss: 0.0063\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 168/500\n",
            "60000/60000 [==============================] - 3s 42us/step - loss: 0.0063\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 169/500\n",
            " 1152/60000 [..............................] - ETA: 3s - loss: 0.0064"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "60000/60000 [==============================] - 3s 42us/step - loss: 0.0063\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 170/500\n",
            "60000/60000 [==============================] - 3s 43us/step - loss: 0.0063\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 171/500\n",
            "60000/60000 [==============================] - 3s 42us/step - loss: 0.0063\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 172/500\n",
            "60000/60000 [==============================] - 3s 43us/step - loss: 0.0063\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 173/500\n",
            "60000/60000 [==============================] - 3s 42us/step - loss: 0.0063\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 174/500\n",
            "60000/60000 [==============================] - 3s 42us/step - loss: 0.0063\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 175/500\n",
            " 2560/60000 [>.............................] - ETA: 2s - loss: 0.0071"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "60000/60000 [==============================] - 3s 42us/step - loss: 0.0063\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 176/500\n",
            "60000/60000 [==============================] - 3s 42us/step - loss: 0.0063\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 177/500\n",
            "60000/60000 [==============================] - 3s 42us/step - loss: 0.0063\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 178/500\n",
            "60000/60000 [==============================] - 3s 42us/step - loss: 0.0063\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 179/500\n",
            "60000/60000 [==============================] - 3s 42us/step - loss: 0.0063\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 180/500\n",
            "60000/60000 [==============================] - 3s 43us/step - loss: 0.0063\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 181/500\n",
            " 1408/60000 [..............................] - ETA: 2s - loss: 0.0046"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "60000/60000 [==============================] - 3s 43us/step - loss: 0.0063\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 182/500\n",
            "60000/60000 [==============================] - 3s 42us/step - loss: 0.0063\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 183/500\n",
            "60000/60000 [==============================] - 3s 42us/step - loss: 0.0063\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 184/500\n",
            "60000/60000 [==============================] - 2s 42us/step - loss: 0.0063\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 185/500\n",
            "60000/60000 [==============================] - 2s 42us/step - loss: 0.0063\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 186/500\n",
            "60000/60000 [==============================] - 2s 41us/step - loss: 0.0063\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 187/500\n",
            " 3840/60000 [>.............................] - ETA: 2s - loss: 0.0068"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "60000/60000 [==============================] - 3s 42us/step - loss: 0.0063\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 188/500\n",
            "60000/60000 [==============================] - 3s 42us/step - loss: 0.0063\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 189/500\n",
            "60000/60000 [==============================] - 2s 41us/step - loss: 0.0063\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 190/500\n",
            "60000/60000 [==============================] - 3s 42us/step - loss: 0.0063\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 191/500\n",
            "60000/60000 [==============================] - 3s 42us/step - loss: 0.0063\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 192/500\n",
            "60000/60000 [==============================] - 3s 43us/step - loss: 0.0063\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 193/500\n",
            " 2688/60000 [>.............................] - ETA: 2s - loss: 0.0054"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "60000/60000 [==============================] - 3s 42us/step - loss: 0.0063\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 194/500\n",
            "60000/60000 [==============================] - 2s 42us/step - loss: 0.0064\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 195/500\n",
            "60000/60000 [==============================] - 3s 42us/step - loss: 0.0063\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 196/500\n",
            "60000/60000 [==============================] - 2s 41us/step - loss: 0.0063\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 197/500\n",
            "60000/60000 [==============================] - 3s 42us/step - loss: 0.0063\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 198/500\n",
            "60000/60000 [==============================] - 2s 41us/step - loss: 0.0063\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 199/500\n",
            " 5504/60000 [=>............................] - ETA: 2s - loss: 0.0065"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "60000/60000 [==============================] - 2s 41us/step - loss: 0.0063\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 200/500\n",
            "60000/60000 [==============================] - 2s 42us/step - loss: 0.0063\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 201/500\n",
            "60000/60000 [==============================] - 3s 42us/step - loss: 0.0063\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 202/500\n",
            "60000/60000 [==============================] - 2s 42us/step - loss: 0.0063\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 203/500\n",
            "60000/60000 [==============================] - 3s 42us/step - loss: 0.0063\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 204/500\n",
            "60000/60000 [==============================] - 2s 42us/step - loss: 0.0063\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 205/500\n",
            " 3840/60000 [>.............................] - ETA: 2s - loss: 0.0067"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "60000/60000 [==============================] - 2s 41us/step - loss: 0.0063\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 206/500\n",
            "60000/60000 [==============================] - 2s 41us/step - loss: 0.0063\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 207/500\n",
            "60000/60000 [==============================] - 3s 42us/step - loss: 0.0063\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 208/500\n",
            "60000/60000 [==============================] - 3s 42us/step - loss: 0.0063\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 209/500\n",
            "60000/60000 [==============================] - 3s 42us/step - loss: 0.0063\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 210/500\n",
            "60000/60000 [==============================] - 3s 43us/step - loss: 0.0063\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 211/500\n",
            " 2432/60000 [>.............................] - ETA: 2s - loss: 0.0053"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "60000/60000 [==============================] - 3s 43us/step - loss: 0.0063\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 212/500\n",
            "60000/60000 [==============================] - 3s 42us/step - loss: 0.0063\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 213/500\n",
            "60000/60000 [==============================] - 3s 43us/step - loss: 0.0063\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 214/500\n",
            "60000/60000 [==============================] - 2s 42us/step - loss: 0.0063\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 215/500\n",
            "60000/60000 [==============================] - 3s 43us/step - loss: 0.0063\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 216/500\n",
            "60000/60000 [==============================] - 3s 42us/step - loss: 0.0063\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 217/500\n",
            " 2688/60000 [>.............................] - ETA: 2s - loss: 0.0069"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "60000/60000 [==============================] - 3s 42us/step - loss: 0.0063\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 218/500\n",
            "60000/60000 [==============================] - 3s 43us/step - loss: 0.0063\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 219/500\n",
            "60000/60000 [==============================] - 3s 42us/step - loss: 0.0063\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 220/500\n",
            "60000/60000 [==============================] - 3s 42us/step - loss: 0.0063\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 221/500\n",
            "60000/60000 [==============================] - 3s 42us/step - loss: 0.0063\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 222/500\n",
            "60000/60000 [==============================] - 3s 42us/step - loss: 0.0063\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 223/500\n",
            " 1280/60000 [..............................] - ETA: 2s - loss: 0.0058"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "60000/60000 [==============================] - 3s 42us/step - loss: 0.0063\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 224/500\n",
            "60000/60000 [==============================] - 3s 42us/step - loss: 0.0063\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 225/500\n",
            "60000/60000 [==============================] - 2s 40us/step - loss: 0.0063\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 226/500\n",
            "60000/60000 [==============================] - 2s 40us/step - loss: 0.0063\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 227/500\n",
            "60000/60000 [==============================] - 2s 40us/step - loss: 0.0063\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 228/500\n",
            "60000/60000 [==============================] - 2s 40us/step - loss: 0.0063\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 229/500\n",
            " 8960/60000 [===>..........................] - ETA: 2s - loss: 0.0058"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "60000/60000 [==============================] - 2s 42us/step - loss: 0.0063\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 230/500\n",
            "60000/60000 [==============================] - 2s 41us/step - loss: 0.0063\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 231/500\n",
            "60000/60000 [==============================] - 2s 41us/step - loss: 0.0063\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 232/500\n",
            "60000/60000 [==============================] - 2s 40us/step - loss: 0.0063\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 233/500\n",
            "60000/60000 [==============================] - 2s 41us/step - loss: 0.0063\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 234/500\n",
            "60000/60000 [==============================] - 2s 41us/step - loss: 0.0063\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 235/500\n",
            " 7552/60000 [==>...........................] - ETA: 2s - loss: 0.0062"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "60000/60000 [==============================] - 3s 42us/step - loss: 0.0063\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 236/500\n",
            "60000/60000 [==============================] - 3s 42us/step - loss: 0.0063\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 237/500\n",
            "60000/60000 [==============================] - 3s 43us/step - loss: 0.0063\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 238/500\n",
            "60000/60000 [==============================] - 3s 42us/step - loss: 0.0063\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 239/500\n",
            "60000/60000 [==============================] - 2s 41us/step - loss: 0.0063\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 240/500\n",
            "60000/60000 [==============================] - 2s 42us/step - loss: 0.0063\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 241/500\n",
            " 5248/60000 [=>............................] - ETA: 2s - loss: 0.0055"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "60000/60000 [==============================] - 2s 41us/step - loss: 0.0063\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 242/500\n",
            "60000/60000 [==============================] - 2s 41us/step - loss: 0.0063\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 243/500\n",
            "60000/60000 [==============================] - 3s 42us/step - loss: 0.0063\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 244/500\n",
            "60000/60000 [==============================] - 2s 41us/step - loss: 0.0062\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 245/500\n",
            "60000/60000 [==============================] - 3s 43us/step - loss: 0.0063\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 246/500\n",
            "60000/60000 [==============================] - 3s 42us/step - loss: 0.0063\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 247/500\n",
            " 2432/60000 [>.............................] - ETA: 2s - loss: 0.0058"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "60000/60000 [==============================] - 3s 42us/step - loss: 0.0062\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 248/500\n",
            "60000/60000 [==============================] - 3s 43us/step - loss: 0.0063\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 249/500\n",
            "60000/60000 [==============================] - 3s 42us/step - loss: 0.0063\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 250/500\n",
            "60000/60000 [==============================] - 3s 42us/step - loss: 0.0063\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 251/500\n",
            "60000/60000 [==============================] - 3s 42us/step - loss: 0.0063\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 252/500\n",
            "60000/60000 [==============================] - 2s 42us/step - loss: 0.0063\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 253/500\n",
            " 1280/60000 [..............................] - ETA: 2s - loss: 0.0057"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "60000/60000 [==============================] - 3s 42us/step - loss: 0.0063\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 254/500\n",
            "60000/60000 [==============================] - 2s 42us/step - loss: 0.0063\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 255/500\n",
            "60000/60000 [==============================] - 2s 41us/step - loss: 0.0063\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 256/500\n",
            "60000/60000 [==============================] - 2s 41us/step - loss: 0.0062\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 257/500\n",
            "60000/60000 [==============================] - 2s 41us/step - loss: 0.0063\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 258/500\n",
            "60000/60000 [==============================] - 2s 41us/step - loss: 0.0063\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 259/500\n",
            " 4992/60000 [=>............................] - ETA: 2s - loss: 0.0060"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "60000/60000 [==============================] - 2s 41us/step - loss: 0.0063\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 260/500\n",
            "60000/60000 [==============================] - 2s 42us/step - loss: 0.0063\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 261/500\n",
            "60000/60000 [==============================] - 3s 42us/step - loss: 0.0063\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 262/500\n",
            "60000/60000 [==============================] - 3s 42us/step - loss: 0.0063\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 263/500\n",
            "60000/60000 [==============================] - 3s 42us/step - loss: 0.0063\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 264/500\n",
            "60000/60000 [==============================] - 3s 42us/step - loss: 0.0062\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 265/500\n",
            " 3840/60000 [>.............................] - ETA: 2s - loss: 0.0055"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "60000/60000 [==============================] - 3s 43us/step - loss: 0.0063\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 266/500\n",
            "60000/60000 [==============================] - 3s 43us/step - loss: 0.0063\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 267/500\n",
            "60000/60000 [==============================] - 3s 43us/step - loss: 0.0063\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 268/500\n",
            "60000/60000 [==============================] - 3s 42us/step - loss: 0.0063\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 269/500\n",
            "60000/60000 [==============================] - 3s 42us/step - loss: 0.0063\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 270/500\n",
            "60000/60000 [==============================] - 2s 42us/step - loss: 0.0063\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 271/500\n",
            " 2560/60000 [>.............................] - ETA: 2s - loss: 0.0062"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "60000/60000 [==============================] - 3s 43us/step - loss: 0.0063\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 272/500\n",
            "60000/60000 [==============================] - 3s 43us/step - loss: 0.0063\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 273/500\n",
            "60000/60000 [==============================] - 3s 42us/step - loss: 0.0063\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 274/500\n",
            "60000/60000 [==============================] - 3s 42us/step - loss: 0.0063\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 275/500\n",
            "60000/60000 [==============================] - 3s 42us/step - loss: 0.0063\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 276/500\n",
            "60000/60000 [==============================] - 3s 42us/step - loss: 0.0062\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 277/500\n",
            " 2560/60000 [>.............................] - ETA: 2s - loss: 0.0066"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "60000/60000 [==============================] - 3s 42us/step - loss: 0.0063\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 278/500\n",
            "60000/60000 [==============================] - 3s 42us/step - loss: 0.0063\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 279/500\n",
            "60000/60000 [==============================] - 2s 41us/step - loss: 0.0063\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 280/500\n",
            "60000/60000 [==============================] - 3s 42us/step - loss: 0.0063\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 281/500\n",
            "60000/60000 [==============================] - 3s 42us/step - loss: 0.0063\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 282/500\n",
            "60000/60000 [==============================] - 3s 42us/step - loss: 0.0062\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 283/500\n",
            " 3840/60000 [>.............................] - ETA: 2s - loss: 0.0064"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "60000/60000 [==============================] - 3s 42us/step - loss: 0.0062\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 284/500\n",
            "60000/60000 [==============================] - 3s 42us/step - loss: 0.0063\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 285/500\n",
            "60000/60000 [==============================] - 3s 43us/step - loss: 0.0063\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 286/500\n",
            "60000/60000 [==============================] - 3s 42us/step - loss: 0.0063\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 287/500\n",
            "60000/60000 [==============================] - 3s 43us/step - loss: 0.0063\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 288/500\n",
            "60000/60000 [==============================] - 3s 42us/step - loss: 0.0062\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 289/500\n",
            " 1152/60000 [..............................] - ETA: 3s - loss: 0.0063"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "60000/60000 [==============================] - 3s 43us/step - loss: 0.0063\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 290/500\n",
            "60000/60000 [==============================] - 3s 43us/step - loss: 0.0063\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 291/500\n",
            "60000/60000 [==============================] - 3s 42us/step - loss: 0.0063\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 292/500\n",
            "60000/60000 [==============================] - 2s 42us/step - loss: 0.0063\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 293/500\n",
            "60000/60000 [==============================] - 3s 43us/step - loss: 0.0063\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 294/500\n",
            "60000/60000 [==============================] - 3s 43us/step - loss: 0.0063\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 295/500\n",
            " 1280/60000 [..............................] - ETA: 2s - loss: 0.0068"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "60000/60000 [==============================] - 3s 42us/step - loss: 0.0063\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 296/500\n",
            "60000/60000 [==============================] - 3s 42us/step - loss: 0.0063\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 297/500\n",
            "60000/60000 [==============================] - 3s 42us/step - loss: 0.0063\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 298/500\n",
            "60000/60000 [==============================] - 3s 43us/step - loss: 0.0062\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 299/500\n",
            "60000/60000 [==============================] - 3s 43us/step - loss: 0.0063\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 300/500\n",
            "60000/60000 [==============================] - 3s 43us/step - loss: 0.0062\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 301/500\n",
            " 1280/60000 [..............................] - ETA: 2s - loss: 0.0054"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "60000/60000 [==============================] - 3s 43us/step - loss: 0.0062\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 302/500\n",
            "60000/60000 [==============================] - 3s 42us/step - loss: 0.0063\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 303/500\n",
            "60000/60000 [==============================] - 2s 42us/step - loss: 0.0063\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 304/500\n",
            "60000/60000 [==============================] - 2s 41us/step - loss: 0.0063\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 305/500\n",
            "60000/60000 [==============================] - 2s 42us/step - loss: 0.0063\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 306/500\n",
            "60000/60000 [==============================] - 2s 41us/step - loss: 0.0063\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 307/500\n",
            " 5120/60000 [=>............................] - ETA: 2s - loss: 0.0061"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "60000/60000 [==============================] - 3s 42us/step - loss: 0.0063\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 308/500\n",
            "60000/60000 [==============================] - 3s 42us/step - loss: 0.0062\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 309/500\n",
            "60000/60000 [==============================] - 2s 41us/step - loss: 0.0062\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 310/500\n",
            "60000/60000 [==============================] - 2s 41us/step - loss: 0.0063\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 311/500\n",
            "60000/60000 [==============================] - 2s 41us/step - loss: 0.0063\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 312/500\n",
            "60000/60000 [==============================] - 2s 41us/step - loss: 0.0063\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 313/500\n",
            " 6272/60000 [==>...........................] - ETA: 2s - loss: 0.0057"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "60000/60000 [==============================] - 3s 42us/step - loss: 0.0063\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 314/500\n",
            "60000/60000 [==============================] - 3s 42us/step - loss: 0.0063\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 315/500\n",
            "60000/60000 [==============================] - 3s 42us/step - loss: 0.0063\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 316/500\n",
            "60000/60000 [==============================] - 3s 42us/step - loss: 0.0063\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 317/500\n",
            "60000/60000 [==============================] - 3s 42us/step - loss: 0.0063\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 318/500\n",
            "60000/60000 [==============================] - 3s 42us/step - loss: 0.0063\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 319/500\n",
            " 3840/60000 [>.............................] - ETA: 2s - loss: 0.0065"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "60000/60000 [==============================] - 3s 42us/step - loss: 0.0062\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 320/500\n",
            "60000/60000 [==============================] - 3s 42us/step - loss: 0.0062\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 321/500\n",
            "60000/60000 [==============================] - 3s 42us/step - loss: 0.0062\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 322/500\n",
            "60000/60000 [==============================] - 3s 42us/step - loss: 0.0063\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 323/500\n",
            "60000/60000 [==============================] - 3s 42us/step - loss: 0.0063\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 324/500\n",
            "60000/60000 [==============================] - 3s 42us/step - loss: 0.0062\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 325/500\n",
            " 2432/60000 [>.............................] - ETA: 2s - loss: 0.0060"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "60000/60000 [==============================] - 3s 42us/step - loss: 0.0062\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 326/500\n",
            "60000/60000 [==============================] - 3s 42us/step - loss: 0.0062\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 327/500\n",
            "60000/60000 [==============================] - 3s 42us/step - loss: 0.0062\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 328/500\n",
            "60000/60000 [==============================] - 3s 43us/step - loss: 0.0063\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 329/500\n",
            "60000/60000 [==============================] - 3s 43us/step - loss: 0.0063\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 330/500\n",
            "60000/60000 [==============================] - 3s 42us/step - loss: 0.0063\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 331/500\n",
            " 1280/60000 [..............................] - ETA: 2s - loss: 0.0066"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "60000/60000 [==============================] - 3s 42us/step - loss: 0.0062\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 332/500\n",
            "60000/60000 [==============================] - 2s 41us/step - loss: 0.0062\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 333/500\n",
            "60000/60000 [==============================] - 2s 41us/step - loss: 0.0062\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 334/500\n",
            "60000/60000 [==============================] - 3s 42us/step - loss: 0.0062\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 335/500\n",
            "60000/60000 [==============================] - 3s 42us/step - loss: 0.0062\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 336/500\n",
            "60000/60000 [==============================] - 3s 42us/step - loss: 0.0063\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 337/500\n",
            " 5248/60000 [=>............................] - ETA: 2s - loss: 0.0060"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "60000/60000 [==============================] - 3s 43us/step - loss: 0.0063\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 338/500\n",
            "60000/60000 [==============================] - 3s 42us/step - loss: 0.0062\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 339/500\n",
            "60000/60000 [==============================] - 3s 42us/step - loss: 0.0062\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 340/500\n",
            "60000/60000 [==============================] - 3s 44us/step - loss: 0.0062\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 341/500\n",
            "60000/60000 [==============================] - 3s 43us/step - loss: 0.0062\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 342/500\n",
            "60000/60000 [==============================] - 3s 42us/step - loss: 0.0062\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 343/500\n",
            "  128/60000 [..............................] - ETA: 2s - loss: 0.0057"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "60000/60000 [==============================] - 3s 42us/step - loss: 0.0062\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 344/500\n",
            "60000/60000 [==============================] - 3s 43us/step - loss: 0.0063\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 345/500\n",
            "60000/60000 [==============================] - 3s 42us/step - loss: 0.0063\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 346/500\n",
            "60000/60000 [==============================] - 3s 42us/step - loss: 0.0062\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 347/500\n",
            "60000/60000 [==============================] - 3s 42us/step - loss: 0.0063\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 348/500\n",
            "60000/60000 [==============================] - 3s 42us/step - loss: 0.0062\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 349/500\n",
            " 3712/60000 [>.............................] - ETA: 2s - loss: 0.0068"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "60000/60000 [==============================] - 3s 42us/step - loss: 0.0062\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 350/500\n",
            "60000/60000 [==============================] - 3s 42us/step - loss: 0.0062\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 351/500\n",
            "60000/60000 [==============================] - 3s 42us/step - loss: 0.0062\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 352/500\n",
            "60000/60000 [==============================] - 3s 42us/step - loss: 0.0062\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 353/500\n",
            "60000/60000 [==============================] - 3s 43us/step - loss: 0.0063\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 354/500\n",
            "60000/60000 [==============================] - 3s 43us/step - loss: 0.0062\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 355/500\n",
            " 2560/60000 [>.............................] - ETA: 2s - loss: 0.0059"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "60000/60000 [==============================] - 3s 43us/step - loss: 0.0063\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 356/500\n",
            "60000/60000 [==============================] - 2s 41us/step - loss: 0.0063\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 357/500\n",
            "60000/60000 [==============================] - 2s 42us/step - loss: 0.0062\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 358/500\n",
            "60000/60000 [==============================] - 3s 42us/step - loss: 0.0062\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 359/500\n",
            "60000/60000 [==============================] - 3s 42us/step - loss: 0.0063\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 360/500\n",
            "60000/60000 [==============================] - 2s 41us/step - loss: 0.0063\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 361/500\n",
            " 3840/60000 [>.............................] - ETA: 2s - loss: 0.0065"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "60000/60000 [==============================] - 2s 41us/step - loss: 0.0063\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 362/500\n",
            "60000/60000 [==============================] - 3s 42us/step - loss: 0.0062\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 363/500\n",
            "60000/60000 [==============================] - 3s 43us/step - loss: 0.0063\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 364/500\n",
            "60000/60000 [==============================] - 3s 42us/step - loss: 0.0062\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 365/500\n",
            "60000/60000 [==============================] - 3s 43us/step - loss: 0.0063\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 366/500\n",
            "60000/60000 [==============================] - 3s 42us/step - loss: 0.0062\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 367/500\n",
            " 2688/60000 [>.............................] - ETA: 2s - loss: 0.0061"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "60000/60000 [==============================] - 3s 42us/step - loss: 0.0062\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 368/500\n",
            "60000/60000 [==============================] - 2s 41us/step - loss: 0.0062\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 369/500\n",
            "60000/60000 [==============================] - 3s 42us/step - loss: 0.0062\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 370/500\n",
            "60000/60000 [==============================] - 3s 43us/step - loss: 0.0062\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 371/500\n",
            "60000/60000 [==============================] - 3s 43us/step - loss: 0.0062\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 372/500\n",
            "60000/60000 [==============================] - 3s 43us/step - loss: 0.0062\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 373/500\n",
            " 1280/60000 [..............................] - ETA: 2s - loss: 0.0076"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "60000/60000 [==============================] - 3s 43us/step - loss: 0.0063\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 374/500\n",
            "60000/60000 [==============================] - 3s 43us/step - loss: 0.0062\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 375/500\n",
            "60000/60000 [==============================] - 3s 43us/step - loss: 0.0062\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 376/500\n",
            "60000/60000 [==============================] - 3s 43us/step - loss: 0.0063\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 377/500\n",
            "60000/60000 [==============================] - 3s 43us/step - loss: 0.0062\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 378/500\n",
            "60000/60000 [==============================] - 2s 41us/step - loss: 0.0062\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 379/500\n",
            " 2560/60000 [>.............................] - ETA: 2s - loss: 0.0072"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "60000/60000 [==============================] - 3s 45us/step - loss: 0.0062\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 380/500\n",
            "60000/60000 [==============================] - 3s 44us/step - loss: 0.0062\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 381/500\n",
            "60000/60000 [==============================] - 3s 46us/step - loss: 0.0062\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 382/500\n",
            "60000/60000 [==============================] - 3s 43us/step - loss: 0.0063\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 383/500\n",
            "60000/60000 [==============================] - 3s 42us/step - loss: 0.0062\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 384/500\n",
            "60000/60000 [==============================] - 2s 41us/step - loss: 0.0062\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 385/500\n",
            "  128/60000 [..............................] - ETA: 3s - loss: 0.0063"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "60000/60000 [==============================] - 3s 42us/step - loss: 0.0063\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 386/500\n",
            "60000/60000 [==============================] - 3s 42us/step - loss: 0.0063\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 387/500\n",
            "60000/60000 [==============================] - 3s 43us/step - loss: 0.0063\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 388/500\n",
            "60000/60000 [==============================] - 3s 43us/step - loss: 0.0063\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 389/500\n",
            "60000/60000 [==============================] - 3s 44us/step - loss: 0.0062\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 390/500\n",
            "56448/60000 [===========================>..] - ETA: 0s - loss: 0.0063"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "60000/60000 [==============================] - 3s 47us/step - loss: 0.0062\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 391/500\n",
            "60000/60000 [==============================] - 3s 44us/step - loss: 0.0062\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 392/500\n",
            "60000/60000 [==============================] - 3s 42us/step - loss: 0.0062\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 393/500\n",
            "60000/60000 [==============================] - 3s 42us/step - loss: 0.0062\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 394/500\n",
            "60000/60000 [==============================] - 3s 42us/step - loss: 0.0062\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 395/500\n",
            "60000/60000 [==============================] - 3s 42us/step - loss: 0.0062\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 396/500\n",
            " 7552/60000 [==>...........................] - ETA: 2s - loss: 0.0063"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "60000/60000 [==============================] - 3s 43us/step - loss: 0.0062\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 397/500\n",
            "60000/60000 [==============================] - 3s 42us/step - loss: 0.0062\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 398/500\n",
            "60000/60000 [==============================] - 3s 42us/step - loss: 0.0063\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 399/500\n",
            "60000/60000 [==============================] - 3s 42us/step - loss: 0.0063\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 400/500\n",
            "60000/60000 [==============================] - 3s 42us/step - loss: 0.0063\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 401/500\n",
            "60000/60000 [==============================] - 3s 42us/step - loss: 0.0062\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 402/500\n",
            " 3840/60000 [>.............................] - ETA: 2s - loss: 0.0057"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "60000/60000 [==============================] - 3s 42us/step - loss: 0.0062\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 403/500\n",
            "60000/60000 [==============================] - 3s 42us/step - loss: 0.0063\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 404/500\n",
            "60000/60000 [==============================] - 3s 42us/step - loss: 0.0063\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 405/500\n",
            "60000/60000 [==============================] - 3s 43us/step - loss: 0.0062\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 406/500\n",
            "60000/60000 [==============================] - 3s 42us/step - loss: 0.0063\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 407/500\n",
            "60000/60000 [==============================] - 3s 42us/step - loss: 0.0062\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 408/500\n",
            " 3840/60000 [>.............................] - ETA: 2s - loss: 0.0058"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "60000/60000 [==============================] - 3s 42us/step - loss: 0.0062\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 409/500\n",
            "60000/60000 [==============================] - 3s 42us/step - loss: 0.0062\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 410/500\n",
            "60000/60000 [==============================] - 2s 42us/step - loss: 0.0062\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 411/500\n",
            "60000/60000 [==============================] - 3s 42us/step - loss: 0.0062\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 412/500\n",
            "60000/60000 [==============================] - 3s 42us/step - loss: 0.0062\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 413/500\n",
            "60000/60000 [==============================] - 3s 42us/step - loss: 0.0062\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 414/500\n",
            " 3968/60000 [>.............................] - ETA: 2s - loss: 0.0062"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "60000/60000 [==============================] - 3s 42us/step - loss: 0.0062\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 415/500\n",
            "60000/60000 [==============================] - 2s 42us/step - loss: 0.0062\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 416/500\n",
            "60000/60000 [==============================] - 3s 42us/step - loss: 0.0063\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 417/500\n",
            "60000/60000 [==============================] - 2s 42us/step - loss: 0.0062\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 418/500\n",
            "60000/60000 [==============================] - 2s 41us/step - loss: 0.0062\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 419/500\n",
            "60000/60000 [==============================] - 3s 42us/step - loss: 0.0062\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 420/500\n",
            " 4992/60000 [=>............................] - ETA: 2s - loss: 0.0062"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "60000/60000 [==============================] - 2s 42us/step - loss: 0.0062\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 421/500\n",
            "60000/60000 [==============================] - 2s 41us/step - loss: 0.0062\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 422/500\n",
            "60000/60000 [==============================] - 2s 41us/step - loss: 0.0062\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 423/500\n",
            "60000/60000 [==============================] - 2s 42us/step - loss: 0.0062\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 424/500\n",
            "60000/60000 [==============================] - 3s 42us/step - loss: 0.0062\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 425/500\n",
            "60000/60000 [==============================] - 3s 42us/step - loss: 0.0062\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 426/500\n",
            " 3840/60000 [>.............................] - ETA: 2s - loss: 0.0066"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "60000/60000 [==============================] - 3s 42us/step - loss: 0.0062\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 427/500\n",
            "60000/60000 [==============================] - 2s 41us/step - loss: 0.0062\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 428/500\n",
            "60000/60000 [==============================] - 2s 42us/step - loss: 0.0063\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 429/500\n",
            "60000/60000 [==============================] - 3s 42us/step - loss: 0.0063\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 430/500\n",
            "60000/60000 [==============================] - 3s 42us/step - loss: 0.0062\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 431/500\n",
            "60000/60000 [==============================] - 3s 42us/step - loss: 0.0062\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 432/500\n",
            " 3840/60000 [>.............................] - ETA: 2s - loss: 0.0061"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "60000/60000 [==============================] - 3s 42us/step - loss: 0.0062\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 433/500\n",
            "60000/60000 [==============================] - 3s 43us/step - loss: 0.0063\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 434/500\n",
            "60000/60000 [==============================] - 3s 42us/step - loss: 0.0062\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 435/500\n",
            "60000/60000 [==============================] - 3s 42us/step - loss: 0.0062\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 436/500\n",
            "60000/60000 [==============================] - 2s 41us/step - loss: 0.0062\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 437/500\n",
            "60000/60000 [==============================] - 3s 42us/step - loss: 0.0062\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 438/500\n",
            " 3712/60000 [>.............................] - ETA: 2s - loss: 0.0059"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "60000/60000 [==============================] - 3s 42us/step - loss: 0.0062\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 439/500\n",
            "60000/60000 [==============================] - 3s 42us/step - loss: 0.0062\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 440/500\n",
            "60000/60000 [==============================] - 3s 42us/step - loss: 0.0062\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 441/500\n",
            "60000/60000 [==============================] - 3s 42us/step - loss: 0.0062\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 442/500\n",
            "60000/60000 [==============================] - 3s 42us/step - loss: 0.0062\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 443/500\n",
            "60000/60000 [==============================] - 3s 42us/step - loss: 0.0062\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 444/500\n",
            " 3840/60000 [>.............................] - ETA: 2s - loss: 0.0059"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "60000/60000 [==============================] - 2s 42us/step - loss: 0.0062\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 445/500\n",
            "60000/60000 [==============================] - 3s 42us/step - loss: 0.0062\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 446/500\n",
            "60000/60000 [==============================] - 3s 42us/step - loss: 0.0062\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 447/500\n",
            "60000/60000 [==============================] - 2s 41us/step - loss: 0.0062\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 448/500\n",
            "60000/60000 [==============================] - 2s 41us/step - loss: 0.0063\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 449/500\n",
            "60000/60000 [==============================] - 2s 41us/step - loss: 0.0062\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 450/500\n",
            " 5120/60000 [=>............................] - ETA: 2s - loss: 0.0068"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "60000/60000 [==============================] - 2s 42us/step - loss: 0.0062\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 451/500\n",
            "60000/60000 [==============================] - 2s 41us/step - loss: 0.0062\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 452/500\n",
            "60000/60000 [==============================] - 2s 41us/step - loss: 0.0062\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 453/500\n",
            "60000/60000 [==============================] - 2s 41us/step - loss: 0.0062\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 454/500\n",
            "60000/60000 [==============================] - 2s 42us/step - loss: 0.0062\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 455/500\n",
            "60000/60000 [==============================] - 2s 41us/step - loss: 0.0063\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 456/500\n",
            " 6272/60000 [==>...........................] - ETA: 2s - loss: 0.0056"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "60000/60000 [==============================] - 3s 42us/step - loss: 0.0062\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 457/500\n",
            "60000/60000 [==============================] - 2s 41us/step - loss: 0.0062\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 458/500\n",
            "60000/60000 [==============================] - 2s 42us/step - loss: 0.0062\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 459/500\n",
            "60000/60000 [==============================] - 3s 42us/step - loss: 0.0062\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 460/500\n",
            "60000/60000 [==============================] - 3s 43us/step - loss: 0.0062\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 461/500\n",
            "60000/60000 [==============================] - 3s 43us/step - loss: 0.0062\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 462/500\n",
            " 2688/60000 [>.............................] - ETA: 2s - loss: 0.0052"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "60000/60000 [==============================] - 3s 43us/step - loss: 0.0062\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 463/500\n",
            "60000/60000 [==============================] - 3s 42us/step - loss: 0.0062\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 464/500\n",
            "60000/60000 [==============================] - 3s 42us/step - loss: 0.0062\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 465/500\n",
            "60000/60000 [==============================] - 3s 42us/step - loss: 0.0062\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 466/500\n",
            "60000/60000 [==============================] - 2s 42us/step - loss: 0.0062\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 467/500\n",
            "60000/60000 [==============================] - 2s 41us/step - loss: 0.0062\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 468/500\n",
            " 3840/60000 [>.............................] - ETA: 2s - loss: 0.0066"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "60000/60000 [==============================] - 3s 42us/step - loss: 0.0062\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 469/500\n",
            "60000/60000 [==============================] - 2s 41us/step - loss: 0.0062\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 470/500\n",
            "60000/60000 [==============================] - 3s 43us/step - loss: 0.0062\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 471/500\n",
            "60000/60000 [==============================] - 3s 42us/step - loss: 0.0062\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 472/500\n",
            "60000/60000 [==============================] - 2s 41us/step - loss: 0.0062\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 473/500\n",
            "60000/60000 [==============================] - 2s 41us/step - loss: 0.0062\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 474/500\n",
            " 4096/60000 [=>............................] - ETA: 2s - loss: 0.0071"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "60000/60000 [==============================] - 3s 42us/step - loss: 0.0062\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 475/500\n",
            "60000/60000 [==============================] - 3s 42us/step - loss: 0.0063\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 476/500\n",
            "60000/60000 [==============================] - 3s 42us/step - loss: 0.0062\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 477/500\n",
            "60000/60000 [==============================] - 3s 42us/step - loss: 0.0062\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 478/500\n",
            "60000/60000 [==============================] - 3s 42us/step - loss: 0.0062\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 479/500\n",
            "60000/60000 [==============================] - 3s 42us/step - loss: 0.0062\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 480/500\n",
            " 3968/60000 [>.............................] - ETA: 2s - loss: 0.0054"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "60000/60000 [==============================] - 3s 42us/step - loss: 0.0062\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 481/500\n",
            "60000/60000 [==============================] - 3s 43us/step - loss: 0.0062\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 482/500\n",
            "60000/60000 [==============================] - 2s 41us/step - loss: 0.0062\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 483/500\n",
            "60000/60000 [==============================] - 3s 42us/step - loss: 0.0062\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 484/500\n",
            "60000/60000 [==============================] - 2s 41us/step - loss: 0.0062\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 485/500\n",
            "60000/60000 [==============================] - 2s 42us/step - loss: 0.0062\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 486/500\n",
            " 5120/60000 [=>............................] - ETA: 2s - loss: 0.0065"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "60000/60000 [==============================] - 2s 42us/step - loss: 0.0062\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 487/500\n",
            "60000/60000 [==============================] - 3s 42us/step - loss: 0.0062\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 488/500\n",
            "60000/60000 [==============================] - 3s 42us/step - loss: 0.0062\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 489/500\n",
            "60000/60000 [==============================] - 2s 41us/step - loss: 0.0062\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 490/500\n",
            "60000/60000 [==============================] - 2s 41us/step - loss: 0.0062\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 491/500\n",
            "60000/60000 [==============================] - 3s 42us/step - loss: 0.0062\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 492/500\n",
            " 5120/60000 [=>............................] - ETA: 2s - loss: 0.0067"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "60000/60000 [==============================] - 2s 42us/step - loss: 0.0062\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 493/500\n",
            "60000/60000 [==============================] - 2s 41us/step - loss: 0.0062\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 494/500\n",
            "60000/60000 [==============================] - 3s 42us/step - loss: 0.0062\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 495/500\n",
            "60000/60000 [==============================] - 3s 42us/step - loss: 0.0062\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 496/500\n",
            "60000/60000 [==============================] - 3s 42us/step - loss: 0.0062\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 497/500\n",
            "60000/60000 [==============================] - 3s 42us/step - loss: 0.0062\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 498/500\n",
            " 4992/60000 [=>............................] - ETA: 2s - loss: 0.0057"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "60000/60000 [==============================] - 3s 42us/step - loss: 0.0062\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 499/500\n",
            "60000/60000 [==============================] - 3s 42us/step - loss: 0.0062\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "Epoch 500/500\n",
            "60000/60000 [==============================] - 3s 43us/step - loss: 0.0062\n",
            "\n",
            "LR: 0.000000\n",
            "\n",
            "10000/10000 [==============================] - 1s 90us/step\n",
            "Acc: 98.61%\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "metadata": {
        "id": "8EPYg3O0h7on",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 376
        },
        "outputId": "29708197-cd8c-40c3-b507-156d8312032d"
      },
      "cell_type": "code",
      "source": [
        "import matplotlib.pyplot as plt\n",
        "\n",
        "plt.plot(history_f.history['loss'],label='Adam',color=(0,0,1))\n",
        "plt.plot(history_t.history['loss'],label='AMSGRAD', color=(1,0,0))\n",
        "\n",
        "plt.title('Model Loss For Logistic Regression on MNIST')\n",
        "plt.ylabel('Loss')\n",
        "plt.xlabel('Epoch')\n",
        "plt.legend()\n",
        "plt.show()\n"
      ],
      "execution_count": 4,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": "iVBORw0KGgoAAAANSUhEUgAAAfsAAAFnCAYAAAChL+DqAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n",
            "text/plain": [
              "<matplotlib.figure.Figure at 0x7f683b481278>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    },
    {
      "metadata": {
        "id": "R47OeD-4aMol",
        "colab_type": "text"
      },
      "cell_type": "markdown",
      "source": [
        "## 3. Neural Network\n",
        "Below the codes for the neural network experiment on the MNIST data set is presented. The results of this experiment is shown in the Figure $2$ of the report."
      ]
    },
    {
      "metadata": {
        "id": "1y_KYk4hyo7I",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 34085
        },
        "outputId": "b74eb05c-f86b-4a13-9e26-89420701a535"
      },
      "cell_type": "code",
      "source": [
        "# Fit the model\n",
        "model = Sequential([\n",
        "Dense(100, input_shape=(784,)),\n",
        "Activation('relu'),\n",
        "Dense(10),\n",
        "Activation('softmax'),])\n",
        "\n",
        "# define our model\n",
        "\n",
        "adamObj_t = Adam(lr=0.01, beta_1=0.9, beta_2=0.999, epsilon=None, decay=0.0, amsgrad=True)\n",
        "adamObj_f = Adam(lr=0.01, beta_1=0.9, beta_2=0.999, epsilon=None, decay=0.0, amsgrad=False)\n",
        "\n",
        "model.compile(loss='mse', optimizer=adamObj_t)\n",
        "history_t_nn = model.fit(X_train, y_train, nb_epoch=500, batch_size = 128)\n",
        "\n",
        "model.compile(loss='mse', optimizer=adamObj_f)\n",
        "history_f_nn = model.fit(X_train, y_train, nb_epoch=500, batch_size = 128)\n",
        "\n",
        "\n",
        "# Final evaluation of the model\n",
        "scores = model.evaluate(X_test, y_test, verbose=1)\n",
        "print(\" Acc: %.2f%%\" % (100-scores*100))"
      ],
      "execution_count": 2,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "/usr/local/lib/python3.6/dist-packages/keras/models.py:981: UserWarning: The `nb_epoch` argument in `fit` has been renamed `epochs`.\n",
            "  warnings.warn('The `nb_epoch` argument in `fit` '\n"
          ],
          "name": "stderr"
        },
        {
          "output_type": "stream",
          "text": [
            "Epoch 1/500\n",
            "60000/60000 [==============================] - 3s 52us/step - loss: 0.0120\n",
            "Epoch 2/500\n",
            "60000/60000 [==============================] - 3s 47us/step - loss: 0.0065\n",
            "Epoch 3/500\n",
            "60000/60000 [==============================] - 3s 47us/step - loss: 0.0059\n",
            "Epoch 4/500\n",
            "60000/60000 [==============================] - 3s 47us/step - loss: 0.0055\n",
            "Epoch 5/500\n",
            "60000/60000 [==============================] - 3s 47us/step - loss: 0.0053\n",
            "Epoch 6/500\n",
            "60000/60000 [==============================] - 3s 46us/step - loss: 0.0048\n",
            "Epoch 7/500\n",
            " 1152/60000 [..............................] - ETA: 3s - loss: 0.0039"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "60000/60000 [==============================] - 3s 47us/step - loss: 0.0049\n",
            "Epoch 8/500\n",
            "60000/60000 [==============================] - 3s 47us/step - loss: 0.0044\n",
            "Epoch 9/500\n",
            "60000/60000 [==============================] - 3s 47us/step - loss: 0.0048\n",
            "Epoch 10/500\n",
            "60000/60000 [==============================] - 3s 46us/step - loss: 0.0042\n",
            "Epoch 11/500\n",
            "60000/60000 [==============================] - 3s 46us/step - loss: 0.0040\n",
            "Epoch 12/500\n",
            "60000/60000 [==============================] - 3s 46us/step - loss: 0.0038\n",
            "Epoch 13/500\n",
            "11392/60000 [====>.........................] - ETA: 2s - loss: 0.0036"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "60000/60000 [==============================] - 3s 46us/step - loss: 0.0038\n",
            "Epoch 14/500\n",
            "60000/60000 [==============================] - 3s 46us/step - loss: 0.0039\n",
            "Epoch 15/500\n",
            "60000/60000 [==============================] - 3s 46us/step - loss: 0.0040\n",
            "Epoch 16/500\n",
            "60000/60000 [==============================] - 3s 46us/step - loss: 0.0040\n",
            "Epoch 17/500\n",
            "60000/60000 [==============================] - 3s 46us/step - loss: 0.0042\n",
            "Epoch 18/500\n",
            "60000/60000 [==============================] - 3s 47us/step - loss: 0.0041\n",
            "Epoch 19/500\n",
            "10368/60000 [====>.........................] - ETA: 2s - loss: 0.0036"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "60000/60000 [==============================] - 3s 46us/step - loss: 0.0039\n",
            "Epoch 20/500\n",
            "60000/60000 [==============================] - 3s 46us/step - loss: 0.0038\n",
            "Epoch 21/500\n",
            "60000/60000 [==============================] - 3s 47us/step - loss: 0.0037\n",
            "Epoch 22/500\n",
            "60000/60000 [==============================] - 3s 47us/step - loss: 0.0036\n",
            "Epoch 23/500\n",
            "60000/60000 [==============================] - 3s 47us/step - loss: 0.0036\n",
            "Epoch 24/500\n",
            "60000/60000 [==============================] - 3s 47us/step - loss: 0.0036\n",
            "Epoch 25/500\n",
            "10112/60000 [====>.........................] - ETA: 2s - loss: 0.0030"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "60000/60000 [==============================] - 3s 46us/step - loss: 0.0036\n",
            "Epoch 26/500\n",
            "60000/60000 [==============================] - 3s 47us/step - loss: 0.0032\n",
            "Epoch 27/500\n",
            "60000/60000 [==============================] - 3s 47us/step - loss: 0.0034\n",
            "Epoch 28/500\n",
            "60000/60000 [==============================] - 3s 46us/step - loss: 0.0033\n",
            "Epoch 29/500\n",
            "60000/60000 [==============================] - 3s 46us/step - loss: 0.0030\n",
            "Epoch 30/500\n",
            "60000/60000 [==============================] - 3s 47us/step - loss: 0.0033\n",
            "Epoch 31/500\n",
            "10624/60000 [====>.........................] - ETA: 2s - loss: 0.0038"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "60000/60000 [==============================] - 3s 45us/step - loss: 0.0033\n",
            "Epoch 32/500\n",
            "60000/60000 [==============================] - 3s 46us/step - loss: 0.0037\n",
            "Epoch 33/500\n",
            "60000/60000 [==============================] - 3s 47us/step - loss: 0.0029\n",
            "Epoch 34/500\n",
            "60000/60000 [==============================] - 3s 47us/step - loss: 0.0030\n",
            "Epoch 35/500\n",
            "60000/60000 [==============================] - 3s 46us/step - loss: 0.0031\n",
            "Epoch 36/500\n",
            "60000/60000 [==============================] - 3s 47us/step - loss: 0.0031\n",
            "Epoch 37/500\n",
            "10496/60000 [====>.........................] - ETA: 2s - loss: 0.0029"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "60000/60000 [==============================] - 3s 46us/step - loss: 0.0031\n",
            "Epoch 38/500\n",
            "60000/60000 [==============================] - 3s 46us/step - loss: 0.0031\n",
            "Epoch 39/500\n",
            "60000/60000 [==============================] - 3s 46us/step - loss: 0.0028\n",
            "Epoch 40/500\n",
            "60000/60000 [==============================] - 3s 47us/step - loss: 0.0030\n",
            "Epoch 41/500\n",
            "60000/60000 [==============================] - 3s 47us/step - loss: 0.0031\n",
            "Epoch 42/500\n",
            "60000/60000 [==============================] - 3s 46us/step - loss: 0.0028\n",
            "Epoch 43/500\n",
            " 8832/60000 [===>..........................] - ETA: 2s - loss: 0.0026"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "60000/60000 [==============================] - 3s 47us/step - loss: 0.0027\n",
            "Epoch 44/500\n",
            "60000/60000 [==============================] - 3s 46us/step - loss: 0.0030\n",
            "Epoch 45/500\n",
            "60000/60000 [==============================] - 3s 46us/step - loss: 0.0031\n",
            "Epoch 46/500\n",
            "60000/60000 [==============================] - 3s 47us/step - loss: 0.0028\n",
            "Epoch 47/500\n",
            "60000/60000 [==============================] - 3s 46us/step - loss: 0.0029\n",
            "Epoch 48/500\n",
            "60000/60000 [==============================] - 3s 46us/step - loss: 0.0029\n",
            "Epoch 49/500\n",
            "10624/60000 [====>.........................] - ETA: 2s - loss: 0.0034"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "60000/60000 [==============================] - 3s 45us/step - loss: 0.0030\n",
            "Epoch 50/500\n",
            "60000/60000 [==============================] - 3s 46us/step - loss: 0.0030\n",
            "Epoch 51/500\n",
            "60000/60000 [==============================] - 3s 46us/step - loss: 0.0028\n",
            "Epoch 52/500\n",
            "60000/60000 [==============================] - 3s 47us/step - loss: 0.0027\n",
            "Epoch 53/500\n",
            "60000/60000 [==============================] - 3s 46us/step - loss: 0.0027\n",
            "Epoch 54/500\n",
            "60000/60000 [==============================] - 3s 47us/step - loss: 0.0027\n",
            "Epoch 55/500\n",
            "10368/60000 [====>.........................] - ETA: 2s - loss: 0.0026"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "60000/60000 [==============================] - 3s 47us/step - loss: 0.0029\n",
            "Epoch 56/500\n",
            "60000/60000 [==============================] - 3s 47us/step - loss: 0.0030\n",
            "Epoch 57/500\n",
            "60000/60000 [==============================] - 3s 46us/step - loss: 0.0029\n",
            "Epoch 58/500\n",
            "60000/60000 [==============================] - 3s 47us/step - loss: 0.0028\n",
            "Epoch 59/500\n",
            "60000/60000 [==============================] - 3s 46us/step - loss: 0.0027\n",
            "Epoch 60/500\n",
            "60000/60000 [==============================] - 3s 47us/step - loss: 0.0024\n",
            "Epoch 61/500\n",
            " 9216/60000 [===>..........................] - ETA: 2s - loss: 0.0026"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "60000/60000 [==============================] - 3s 47us/step - loss: 0.0028\n",
            "Epoch 62/500\n",
            "60000/60000 [==============================] - 3s 46us/step - loss: 0.0028\n",
            "Epoch 63/500\n",
            "60000/60000 [==============================] - 3s 47us/step - loss: 0.0032\n",
            "Epoch 64/500\n",
            "60000/60000 [==============================] - 3s 47us/step - loss: 0.0025\n",
            "Epoch 65/500\n",
            "60000/60000 [==============================] - 3s 48us/step - loss: 0.0025\n",
            "Epoch 66/500\n",
            "60000/60000 [==============================] - 3s 46us/step - loss: 0.0024\n",
            "Epoch 67/500\n",
            " 8448/60000 [===>..........................] - ETA: 2s - loss: 0.0027"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "60000/60000 [==============================] - 3s 47us/step - loss: 0.0023\n",
            "Epoch 68/500\n",
            "60000/60000 [==============================] - 3s 46us/step - loss: 0.0028\n",
            "Epoch 69/500\n",
            "60000/60000 [==============================] - 3s 47us/step - loss: 0.0025\n",
            "Epoch 70/500\n",
            "60000/60000 [==============================] - 3s 46us/step - loss: 0.0025\n",
            "Epoch 71/500\n",
            "60000/60000 [==============================] - 3s 47us/step - loss: 0.0024\n",
            "Epoch 72/500\n",
            "60000/60000 [==============================] - 3s 46us/step - loss: 0.0024\n",
            "Epoch 73/500\n",
            "11008/60000 [====>.........................] - ETA: 2s - loss: 0.0022"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "60000/60000 [==============================] - 3s 48us/step - loss: 0.0023\n",
            "Epoch 74/500\n",
            "60000/60000 [==============================] - 3s 48us/step - loss: 0.0023\n",
            "Epoch 75/500\n",
            "60000/60000 [==============================] - 3s 48us/step - loss: 0.0023\n",
            "Epoch 76/500\n",
            "60000/60000 [==============================] - 3s 47us/step - loss: 0.0024\n",
            "Epoch 77/500\n",
            "60000/60000 [==============================] - 3s 46us/step - loss: 0.0026\n",
            "Epoch 78/500\n",
            "60000/60000 [==============================] - 3s 47us/step - loss: 0.0024\n",
            "Epoch 79/500\n",
            " 8832/60000 [===>..........................] - ETA: 2s - loss: 0.0023"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "60000/60000 [==============================] - 3s 47us/step - loss: 0.0022\n",
            "Epoch 80/500\n",
            "60000/60000 [==============================] - 3s 47us/step - loss: 0.0023\n",
            "Epoch 81/500\n",
            "60000/60000 [==============================] - 3s 46us/step - loss: 0.0023\n",
            "Epoch 82/500\n",
            "60000/60000 [==============================] - 3s 46us/step - loss: 0.0027\n",
            "Epoch 83/500\n",
            "60000/60000 [==============================] - 3s 47us/step - loss: 0.0025\n",
            "Epoch 84/500\n",
            "60000/60000 [==============================] - 3s 47us/step - loss: 0.0025\n",
            "Epoch 85/500\n",
            " 7936/60000 [==>...........................] - ETA: 2s - loss: 0.0026"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "60000/60000 [==============================] - 3s 46us/step - loss: 0.0022\n",
            "Epoch 86/500\n",
            "60000/60000 [==============================] - 3s 47us/step - loss: 0.0020\n",
            "Epoch 87/500\n",
            "60000/60000 [==============================] - 3s 46us/step - loss: 0.0020\n",
            "Epoch 88/500\n",
            "60000/60000 [==============================] - 3s 46us/step - loss: 0.0023\n",
            "Epoch 89/500\n",
            "60000/60000 [==============================] - 3s 46us/step - loss: 0.0027\n",
            "Epoch 90/500\n",
            "60000/60000 [==============================] - 3s 46us/step - loss: 0.0025\n",
            "Epoch 91/500\n",
            "11520/60000 [====>.........................] - ETA: 2s - loss: 0.0024"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "60000/60000 [==============================] - 3s 46us/step - loss: 0.0023\n",
            "Epoch 92/500\n",
            "60000/60000 [==============================] - 3s 46us/step - loss: 0.0022\n",
            "Epoch 93/500\n",
            "60000/60000 [==============================] - 3s 47us/step - loss: 0.0025\n",
            "Epoch 94/500\n",
            "60000/60000 [==============================] - 3s 47us/step - loss: 0.0023\n",
            "Epoch 95/500\n",
            "60000/60000 [==============================] - 3s 47us/step - loss: 0.0027\n",
            "Epoch 96/500\n",
            "60000/60000 [==============================] - 3s 47us/step - loss: 0.0024\n",
            "Epoch 97/500\n",
            " 9088/60000 [===>..........................] - ETA: 2s - loss: 0.0024"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "60000/60000 [==============================] - 3s 47us/step - loss: 0.0028\n",
            "Epoch 98/500\n",
            "60000/60000 [==============================] - 3s 46us/step - loss: 0.0026\n",
            "Epoch 99/500\n",
            "60000/60000 [==============================] - 3s 46us/step - loss: 0.0021\n",
            "Epoch 100/500\n",
            "60000/60000 [==============================] - 3s 47us/step - loss: 0.0023\n",
            "Epoch 101/500\n",
            "60000/60000 [==============================] - 3s 47us/step - loss: 0.0024\n",
            "Epoch 102/500\n",
            "60000/60000 [==============================] - 3s 47us/step - loss: 0.0021\n",
            "Epoch 103/500\n",
            " 8448/60000 [===>..........................] - ETA: 2s - loss: 0.0024"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "60000/60000 [==============================] - 3s 46us/step - loss: 0.0022\n",
            "Epoch 104/500\n",
            "60000/60000 [==============================] - 3s 46us/step - loss: 0.0023\n",
            "Epoch 105/500\n",
            "60000/60000 [==============================] - 3s 47us/step - loss: 0.0026\n",
            "Epoch 106/500\n",
            "60000/60000 [==============================] - 3s 47us/step - loss: 0.0023\n",
            "Epoch 107/500\n",
            "60000/60000 [==============================] - 3s 47us/step - loss: 0.0022\n",
            "Epoch 108/500\n",
            "60000/60000 [==============================] - 3s 47us/step - loss: 0.0021\n",
            "Epoch 109/500\n",
            " 6656/60000 [==>...........................] - ETA: 2s - loss: 0.0022"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "60000/60000 [==============================] - 3s 47us/step - loss: 0.0028\n",
            "Epoch 110/500\n",
            "60000/60000 [==============================] - 3s 47us/step - loss: 0.0024\n",
            "Epoch 111/500\n",
            "60000/60000 [==============================] - 3s 47us/step - loss: 0.0028\n",
            "Epoch 112/500\n",
            "60000/60000 [==============================] - 3s 47us/step - loss: 0.0024\n",
            "Epoch 113/500\n",
            "60000/60000 [==============================] - 3s 46us/step - loss: 0.0021\n",
            "Epoch 114/500\n",
            "60000/60000 [==============================] - 3s 47us/step - loss: 0.0024\n",
            "Epoch 115/500\n",
            " 7936/60000 [==>...........................] - ETA: 2s - loss: 0.0025"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "60000/60000 [==============================] - 3s 47us/step - loss: 0.0026\n",
            "Epoch 116/500\n",
            "60000/60000 [==============================] - 3s 46us/step - loss: 0.0024\n",
            "Epoch 117/500\n",
            "60000/60000 [==============================] - 3s 47us/step - loss: 0.0024\n",
            "Epoch 118/500\n",
            "60000/60000 [==============================] - 3s 47us/step - loss: 0.0022\n",
            "Epoch 119/500\n",
            "60000/60000 [==============================] - 3s 47us/step - loss: 0.0020\n",
            "Epoch 120/500\n",
            "60000/60000 [==============================] - 3s 47us/step - loss: 0.0022\n",
            "Epoch 121/500\n",
            " 6784/60000 [==>...........................] - ETA: 2s - loss: 0.0017"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "60000/60000 [==============================] - 3s 47us/step - loss: 0.0021\n",
            "Epoch 122/500\n",
            "60000/60000 [==============================] - 3s 47us/step - loss: 0.0021\n",
            "Epoch 123/500\n",
            "60000/60000 [==============================] - 3s 47us/step - loss: 0.0024\n",
            "Epoch 124/500\n",
            "60000/60000 [==============================] - 3s 46us/step - loss: 0.0021\n",
            "Epoch 125/500\n",
            "60000/60000 [==============================] - 3s 47us/step - loss: 0.0021\n",
            "Epoch 126/500\n",
            "60000/60000 [==============================] - 3s 47us/step - loss: 0.0024\n",
            "Epoch 127/500\n",
            " 6784/60000 [==>...........................] - ETA: 2s - loss: 0.0019"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "60000/60000 [==============================] - 3s 47us/step - loss: 0.0021\n",
            "Epoch 128/500\n",
            "60000/60000 [==============================] - 3s 47us/step - loss: 0.0020\n",
            "Epoch 129/500\n",
            "60000/60000 [==============================] - 3s 48us/step - loss: 0.0022\n",
            "Epoch 130/500\n",
            "60000/60000 [==============================] - 3s 47us/step - loss: 0.0021\n",
            "Epoch 131/500\n",
            "60000/60000 [==============================] - 3s 47us/step - loss: 0.0024\n",
            "Epoch 132/500\n",
            "60000/60000 [==============================] - 3s 47us/step - loss: 0.0019\n",
            "Epoch 133/500\n",
            " 7168/60000 [==>...........................] - ETA: 2s - loss: 0.0014"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "60000/60000 [==============================] - 3s 47us/step - loss: 0.0019\n",
            "Epoch 134/500\n",
            "60000/60000 [==============================] - 3s 47us/step - loss: 0.0018\n",
            "Epoch 135/500\n",
            "60000/60000 [==============================] - 3s 47us/step - loss: 0.0021\n",
            "Epoch 136/500\n",
            "60000/60000 [==============================] - 3s 46us/step - loss: 0.0021\n",
            "Epoch 137/500\n",
            "60000/60000 [==============================] - 3s 47us/step - loss: 0.0020\n",
            "Epoch 138/500\n",
            "60000/60000 [==============================] - 3s 47us/step - loss: 0.0019\n",
            "Epoch 139/500\n",
            " 8064/60000 [===>..........................] - ETA: 2s - loss: 0.0022"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "60000/60000 [==============================] - 3s 47us/step - loss: 0.0021\n",
            "Epoch 140/500\n",
            "60000/60000 [==============================] - 3s 47us/step - loss: 0.0019\n",
            "Epoch 141/500\n",
            "60000/60000 [==============================] - 3s 46us/step - loss: 0.0017\n",
            "Epoch 142/500\n",
            "60000/60000 [==============================] - 3s 46us/step - loss: 0.0023\n",
            "Epoch 143/500\n",
            "60000/60000 [==============================] - 3s 46us/step - loss: 0.0021\n",
            "Epoch 144/500\n",
            "60000/60000 [==============================] - 3s 46us/step - loss: 0.0018\n",
            "Epoch 145/500\n",
            " 8192/60000 [===>..........................] - ETA: 2s - loss: 0.0018"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "60000/60000 [==============================] - 3s 46us/step - loss: 0.0022\n",
            "Epoch 146/500\n",
            "60000/60000 [==============================] - 3s 47us/step - loss: 0.0022\n",
            "Epoch 147/500\n",
            "60000/60000 [==============================] - 3s 47us/step - loss: 0.0022\n",
            "Epoch 148/500\n",
            "60000/60000 [==============================] - 3s 47us/step - loss: 0.0021\n",
            "Epoch 149/500\n",
            "60000/60000 [==============================] - 3s 47us/step - loss: 0.0020\n",
            "Epoch 150/500\n",
            "60000/60000 [==============================] - 3s 46us/step - loss: 0.0020\n",
            "Epoch 151/500\n",
            " 6784/60000 [==>...........................] - ETA: 2s - loss: 0.0020"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "60000/60000 [==============================] - 3s 46us/step - loss: 0.0023\n",
            "Epoch 152/500\n",
            "60000/60000 [==============================] - 3s 46us/step - loss: 0.0018\n",
            "Epoch 153/500\n",
            "60000/60000 [==============================] - 3s 46us/step - loss: 0.0019\n",
            "Epoch 154/500\n",
            "60000/60000 [==============================] - 3s 46us/step - loss: 0.0019\n",
            "Epoch 155/500\n",
            "60000/60000 [==============================] - 3s 46us/step - loss: 0.0019\n",
            "Epoch 156/500\n",
            "60000/60000 [==============================] - 3s 46us/step - loss: 0.0021\n",
            "Epoch 157/500\n",
            " 8192/60000 [===>..........................] - ETA: 2s - loss: 0.0021"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "60000/60000 [==============================] - 3s 47us/step - loss: 0.0017\n",
            "Epoch 158/500\n",
            "60000/60000 [==============================] - 3s 47us/step - loss: 0.0018\n",
            "Epoch 159/500\n",
            "60000/60000 [==============================] - 3s 46us/step - loss: 0.0018\n",
            "Epoch 160/500\n",
            "60000/60000 [==============================] - 3s 46us/step - loss: 0.0020\n",
            "Epoch 161/500\n",
            "60000/60000 [==============================] - 3s 47us/step - loss: 0.0017\n",
            "Epoch 162/500\n",
            "60000/60000 [==============================] - 3s 47us/step - loss: 0.0017\n",
            "Epoch 163/500\n",
            " 6784/60000 [==>...........................] - ETA: 2s - loss: 0.0020"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "60000/60000 [==============================] - 3s 46us/step - loss: 0.0022\n",
            "Epoch 164/500\n",
            "60000/60000 [==============================] - 3s 47us/step - loss: 0.0022\n",
            "Epoch 165/500\n",
            "60000/60000 [==============================] - 3s 47us/step - loss: 0.0021\n",
            "Epoch 166/500\n",
            "60000/60000 [==============================] - 3s 47us/step - loss: 0.0019\n",
            "Epoch 167/500\n",
            "60000/60000 [==============================] - 3s 47us/step - loss: 0.0017\n",
            "Epoch 168/500\n",
            "60000/60000 [==============================] - 3s 47us/step - loss: 0.0016\n",
            "Epoch 169/500\n",
            " 5504/60000 [=>............................] - ETA: 2s - loss: 0.0017"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "60000/60000 [==============================] - 3s 47us/step - loss: 0.0015\n",
            "Epoch 170/500\n",
            "60000/60000 [==============================] - 3s 47us/step - loss: 0.0017\n",
            "Epoch 171/500\n",
            "60000/60000 [==============================] - 3s 47us/step - loss: 0.0020\n",
            "Epoch 172/500\n",
            "60000/60000 [==============================] - 3s 47us/step - loss: 0.0018\n",
            "Epoch 173/500\n",
            "60000/60000 [==============================] - 3s 46us/step - loss: 0.0017\n",
            "Epoch 174/500\n",
            "60000/60000 [==============================] - 3s 46us/step - loss: 0.0018\n",
            "Epoch 175/500\n",
            " 8064/60000 [===>..........................] - ETA: 2s - loss: 0.0019"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "60000/60000 [==============================] - 3s 47us/step - loss: 0.0018\n",
            "Epoch 176/500\n",
            "60000/60000 [==============================] - 3s 46us/step - loss: 0.0017\n",
            "Epoch 177/500\n",
            "60000/60000 [==============================] - 3s 46us/step - loss: 0.0015\n",
            "Epoch 178/500\n",
            "60000/60000 [==============================] - 3s 46us/step - loss: 0.0016\n",
            "Epoch 179/500\n",
            "60000/60000 [==============================] - 3s 47us/step - loss: 0.0017\n",
            "Epoch 180/500\n",
            "60000/60000 [==============================] - 3s 47us/step - loss: 0.0017\n",
            "Epoch 181/500\n",
            " 7936/60000 [==>...........................] - ETA: 2s - loss: 0.0014"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "60000/60000 [==============================] - 3s 46us/step - loss: 0.0016\n",
            "Epoch 182/500\n",
            "60000/60000 [==============================] - 3s 46us/step - loss: 0.0019\n",
            "Epoch 183/500\n",
            "60000/60000 [==============================] - 3s 47us/step - loss: 0.0018\n",
            "Epoch 184/500\n",
            "60000/60000 [==============================] - 3s 46us/step - loss: 0.0017\n",
            "Epoch 185/500\n",
            "60000/60000 [==============================] - 3s 46us/step - loss: 0.0015\n",
            "Epoch 186/500\n",
            "60000/60000 [==============================] - 3s 46us/step - loss: 0.0016\n",
            "Epoch 187/500\n",
            " 8192/60000 [===>..........................] - ETA: 2s - loss: 0.0015"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "60000/60000 [==============================] - 3s 46us/step - loss: 0.0017\n",
            "Epoch 188/500\n",
            "60000/60000 [==============================] - 3s 45us/step - loss: 0.0017\n",
            "Epoch 189/500\n",
            "60000/60000 [==============================] - 3s 46us/step - loss: 0.0016\n",
            "Epoch 190/500\n",
            "60000/60000 [==============================] - 3s 46us/step - loss: 0.0015\n",
            "Epoch 191/500\n",
            "60000/60000 [==============================] - 3s 47us/step - loss: 0.0015\n",
            "Epoch 192/500\n",
            "60000/60000 [==============================] - 3s 45us/step - loss: 0.0016\n",
            "Epoch 193/500\n",
            "10624/60000 [====>.........................] - ETA: 2s - loss: 0.0015"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "60000/60000 [==============================] - 3s 47us/step - loss: 0.0016\n",
            "Epoch 194/500\n",
            "60000/60000 [==============================] - 3s 46us/step - loss: 0.0016\n",
            "Epoch 195/500\n",
            "60000/60000 [==============================] - 3s 46us/step - loss: 0.0014\n",
            "Epoch 196/500\n",
            "60000/60000 [==============================] - 3s 46us/step - loss: 0.0014\n",
            "Epoch 197/500\n",
            "60000/60000 [==============================] - 3s 47us/step - loss: 0.0015\n",
            "Epoch 198/500\n",
            "60000/60000 [==============================] - 3s 47us/step - loss: 0.0015\n",
            "Epoch 199/500\n",
            " 8960/60000 [===>..........................] - ETA: 2s - loss: 0.0017"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "60000/60000 [==============================] - 3s 47us/step - loss: 0.0020\n",
            "Epoch 200/500\n",
            "60000/60000 [==============================] - 3s 46us/step - loss: 0.0017\n",
            "Epoch 201/500\n",
            "60000/60000 [==============================] - 3s 45us/step - loss: 0.0016\n",
            "Epoch 202/500\n",
            "60000/60000 [==============================] - 3s 47us/step - loss: 0.0015\n",
            "Epoch 203/500\n",
            "60000/60000 [==============================] - 3s 46us/step - loss: 0.0015\n",
            "Epoch 204/500\n",
            "60000/60000 [==============================] - 3s 46us/step - loss: 0.0017\n",
            "Epoch 205/500\n",
            "11392/60000 [====>.........................] - ETA: 2s - loss: 0.0014"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "60000/60000 [==============================] - 3s 46us/step - loss: 0.0014\n",
            "Epoch 206/500\n",
            "60000/60000 [==============================] - 3s 46us/step - loss: 0.0015\n",
            "Epoch 207/500\n",
            "60000/60000 [==============================] - 3s 46us/step - loss: 0.0014\n",
            "Epoch 208/500\n",
            "60000/60000 [==============================] - 3s 48us/step - loss: 0.0014\n",
            "Epoch 209/500\n",
            "60000/60000 [==============================] - 3s 47us/step - loss: 0.0014\n",
            "Epoch 210/500\n",
            "60000/60000 [==============================] - 3s 47us/step - loss: 0.0014\n",
            "Epoch 211/500\n",
            " 8960/60000 [===>..........................] - ETA: 2s - loss: 0.0014"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "60000/60000 [==============================] - 3s 46us/step - loss: 0.0015\n",
            "Epoch 212/500\n",
            "60000/60000 [==============================] - 3s 46us/step - loss: 0.0015\n",
            "Epoch 213/500\n",
            "60000/60000 [==============================] - 3s 46us/step - loss: 0.0015\n",
            "Epoch 214/500\n",
            "60000/60000 [==============================] - 3s 47us/step - loss: 0.0016\n",
            "Epoch 215/500\n",
            "60000/60000 [==============================] - 3s 46us/step - loss: 0.0014\n",
            "Epoch 216/500\n",
            "60000/60000 [==============================] - 3s 47us/step - loss: 0.0013\n",
            "Epoch 217/500\n",
            " 7808/60000 [==>...........................] - ETA: 2s - loss: 8.8346e-04"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "60000/60000 [==============================] - 3s 46us/step - loss: 0.0012\n",
            "Epoch 218/500\n",
            "60000/60000 [==============================] - 3s 46us/step - loss: 0.0015\n",
            "Epoch 219/500\n",
            "60000/60000 [==============================] - 3s 46us/step - loss: 0.0014\n",
            "Epoch 220/500\n",
            "60000/60000 [==============================] - 3s 46us/step - loss: 0.0013\n",
            "Epoch 221/500\n",
            "60000/60000 [==============================] - 3s 46us/step - loss: 0.0014\n",
            "Epoch 222/500\n",
            "60000/60000 [==============================] - 3s 47us/step - loss: 0.0014\n",
            "Epoch 223/500\n",
            " 9216/60000 [===>..........................] - ETA: 2s - loss: 0.0013"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "60000/60000 [==============================] - 3s 47us/step - loss: 0.0014\n",
            "Epoch 224/500\n",
            "60000/60000 [==============================] - 3s 47us/step - loss: 0.0014\n",
            "Epoch 225/500\n",
            "60000/60000 [==============================] - 3s 47us/step - loss: 0.0013\n",
            "Epoch 226/500\n",
            "60000/60000 [==============================] - 3s 47us/step - loss: 0.0012\n",
            "Epoch 227/500\n",
            "60000/60000 [==============================] - 3s 47us/step - loss: 0.0012\n",
            "Epoch 228/500\n",
            "60000/60000 [==============================] - 3s 46us/step - loss: 0.0013\n",
            "Epoch 229/500\n",
            " 7936/60000 [==>...........................] - ETA: 2s - loss: 0.0014"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "60000/60000 [==============================] - 3s 47us/step - loss: 0.0012\n",
            "Epoch 230/500\n",
            "60000/60000 [==============================] - 3s 46us/step - loss: 0.0014\n",
            "Epoch 231/500\n",
            "60000/60000 [==============================] - 3s 47us/step - loss: 0.0016\n",
            "Epoch 232/500\n",
            "60000/60000 [==============================] - 3s 47us/step - loss: 0.0013\n",
            "Epoch 233/500\n",
            "60000/60000 [==============================] - 3s 46us/step - loss: 0.0014\n",
            "Epoch 234/500\n",
            "60000/60000 [==============================] - 3s 47us/step - loss: 0.0017\n",
            "Epoch 235/500\n",
            " 7808/60000 [==>...........................] - ETA: 2s - loss: 0.0015"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "60000/60000 [==============================] - 3s 46us/step - loss: 0.0017\n",
            "Epoch 236/500\n",
            "60000/60000 [==============================] - 3s 46us/step - loss: 0.0015\n",
            "Epoch 237/500\n",
            "60000/60000 [==============================] - 3s 46us/step - loss: 0.0015\n",
            "Epoch 238/500\n",
            "60000/60000 [==============================] - 3s 47us/step - loss: 0.0015\n",
            "Epoch 239/500\n",
            "60000/60000 [==============================] - 3s 47us/step - loss: 0.0015\n",
            "Epoch 240/500\n",
            "60000/60000 [==============================] - 3s 47us/step - loss: 0.0014\n",
            "Epoch 241/500\n",
            " 8704/60000 [===>..........................] - ETA: 2s - loss: 0.0011"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "60000/60000 [==============================] - 3s 48us/step - loss: 0.0015\n",
            "Epoch 242/500\n",
            "60000/60000 [==============================] - 3s 47us/step - loss: 0.0014\n",
            "Epoch 243/500\n",
            "60000/60000 [==============================] - 3s 47us/step - loss: 0.0013\n",
            "Epoch 244/500\n",
            "60000/60000 [==============================] - 3s 47us/step - loss: 0.0014\n",
            "Epoch 245/500\n",
            "60000/60000 [==============================] - 3s 47us/step - loss: 0.0012\n",
            "Epoch 246/500\n",
            "60000/60000 [==============================] - 3s 47us/step - loss: 0.0014\n",
            "Epoch 247/500\n",
            " 6784/60000 [==>...........................] - ETA: 2s - loss: 9.7747e-04"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "60000/60000 [==============================] - 3s 47us/step - loss: 0.0014\n",
            "Epoch 248/500\n",
            "60000/60000 [==============================] - 3s 46us/step - loss: 0.0014\n",
            "Epoch 249/500\n",
            "60000/60000 [==============================] - 3s 47us/step - loss: 0.0015\n",
            "Epoch 250/500\n",
            "60000/60000 [==============================] - 3s 46us/step - loss: 0.0016\n",
            "Epoch 251/500\n",
            "60000/60000 [==============================] - 3s 47us/step - loss: 0.0014\n",
            "Epoch 252/500\n",
            "60000/60000 [==============================] - 3s 47us/step - loss: 0.0013\n",
            "Epoch 253/500\n",
            " 6912/60000 [==>...........................] - ETA: 2s - loss: 0.0012"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "60000/60000 [==============================] - 3s 47us/step - loss: 0.0013\n",
            "Epoch 254/500\n",
            "60000/60000 [==============================] - 3s 47us/step - loss: 0.0014\n",
            "Epoch 255/500\n",
            "60000/60000 [==============================] - 3s 47us/step - loss: 0.0015\n",
            "Epoch 256/500\n",
            "60000/60000 [==============================] - 3s 47us/step - loss: 0.0014\n",
            "Epoch 257/500\n",
            "60000/60000 [==============================] - 3s 47us/step - loss: 0.0013\n",
            "Epoch 258/500\n",
            "60000/60000 [==============================] - 3s 47us/step - loss: 0.0012\n",
            "Epoch 259/500\n",
            " 3456/60000 [>.............................] - ETA: 2s - loss: 0.0012"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "60000/60000 [==============================] - 3s 46us/step - loss: 0.0012\n",
            "Epoch 260/500\n",
            "60000/60000 [==============================] - 3s 47us/step - loss: 0.0012\n",
            "Epoch 261/500\n",
            "60000/60000 [==============================] - 3s 46us/step - loss: 0.0014\n",
            "Epoch 262/500\n",
            "60000/60000 [==============================] - 3s 47us/step - loss: 0.0013\n",
            "Epoch 263/500\n",
            "60000/60000 [==============================] - 3s 47us/step - loss: 0.0013\n",
            "Epoch 264/500\n",
            "60000/60000 [==============================] - 3s 47us/step - loss: 0.0012\n",
            "Epoch 265/500\n",
            " 4864/60000 [=>............................] - ETA: 2s - loss: 0.0016"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "60000/60000 [==============================] - 3s 47us/step - loss: 0.0016\n",
            "Epoch 266/500\n",
            "60000/60000 [==============================] - 3s 47us/step - loss: 0.0013\n",
            "Epoch 267/500\n",
            "60000/60000 [==============================] - 3s 46us/step - loss: 0.0013\n",
            "Epoch 268/500\n",
            "60000/60000 [==============================] - 3s 47us/step - loss: 0.0013\n",
            "Epoch 269/500\n",
            "60000/60000 [==============================] - 3s 48us/step - loss: 0.0013\n",
            "Epoch 270/500\n",
            "60000/60000 [==============================] - 3s 47us/step - loss: 0.0011\n",
            "Epoch 271/500\n",
            " 4608/60000 [=>............................] - ETA: 2s - loss: 0.0015"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "60000/60000 [==============================] - 3s 47us/step - loss: 0.0012\n",
            "Epoch 272/500\n",
            "60000/60000 [==============================] - 3s 47us/step - loss: 0.0012\n",
            "Epoch 273/500\n",
            "60000/60000 [==============================] - 3s 46us/step - loss: 0.0013\n",
            "Epoch 274/500\n",
            "60000/60000 [==============================] - 3s 46us/step - loss: 0.0013\n",
            "Epoch 275/500\n",
            "60000/60000 [==============================] - 3s 46us/step - loss: 0.0013\n",
            "Epoch 276/500\n",
            "60000/60000 [==============================] - 3s 47us/step - loss: 0.0012\n",
            "Epoch 277/500\n",
            " 7680/60000 [==>...........................] - ETA: 2s - loss: 9.2901e-04"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "60000/60000 [==============================] - 3s 48us/step - loss: 0.0012\n",
            "Epoch 278/500\n",
            "60000/60000 [==============================] - 3s 46us/step - loss: 0.0014\n",
            "Epoch 279/500\n",
            "60000/60000 [==============================] - 3s 46us/step - loss: 0.0014\n",
            "Epoch 280/500\n",
            "60000/60000 [==============================] - 3s 47us/step - loss: 0.0012\n",
            "Epoch 281/500\n",
            "60000/60000 [==============================] - 3s 47us/step - loss: 0.0013\n",
            "Epoch 282/500\n",
            "60000/60000 [==============================] - 3s 46us/step - loss: 0.0012\n",
            "Epoch 283/500\n",
            " 6784/60000 [==>...........................] - ETA: 2s - loss: 0.0014"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "60000/60000 [==============================] - 3s 47us/step - loss: 0.0012\n",
            "Epoch 284/500\n",
            "60000/60000 [==============================] - 3s 47us/step - loss: 0.0012\n",
            "Epoch 285/500\n",
            "60000/60000 [==============================] - 3s 47us/step - loss: 0.0011\n",
            "Epoch 286/500\n",
            "60000/60000 [==============================] - 3s 46us/step - loss: 0.0011\n",
            "Epoch 287/500\n",
            "60000/60000 [==============================] - 3s 47us/step - loss: 0.0011\n",
            "Epoch 288/500\n",
            "60000/60000 [==============================] - 3s 47us/step - loss: 0.0011\n",
            "Epoch 289/500\n",
            " 6016/60000 [==>...........................] - ETA: 2s - loss: 0.0012"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "60000/60000 [==============================] - 3s 46us/step - loss: 0.0012\n",
            "Epoch 290/500\n",
            "60000/60000 [==============================] - 3s 47us/step - loss: 0.0013\n",
            "Epoch 291/500\n",
            "60000/60000 [==============================] - 3s 47us/step - loss: 0.0012\n",
            "Epoch 292/500\n",
            "60000/60000 [==============================] - 3s 46us/step - loss: 0.0013\n",
            "Epoch 293/500\n",
            "60000/60000 [==============================] - 3s 47us/step - loss: 0.0013\n",
            "Epoch 294/500\n",
            "60000/60000 [==============================] - 3s 46us/step - loss: 0.0011\n",
            "Epoch 295/500\n",
            " 7552/60000 [==>...........................] - ETA: 2s - loss: 0.0011    "
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "60000/60000 [==============================] - 3s 47us/step - loss: 0.0014\n",
            "Epoch 296/500\n",
            "60000/60000 [==============================] - 3s 47us/step - loss: 0.0012\n",
            "Epoch 297/500\n",
            "60000/60000 [==============================] - 3s 46us/step - loss: 0.0014\n",
            "Epoch 298/500\n",
            "60000/60000 [==============================] - 3s 47us/step - loss: 0.0011\n",
            "Epoch 299/500\n",
            "60000/60000 [==============================] - 3s 47us/step - loss: 0.0012\n",
            "Epoch 300/500\n",
            "60000/60000 [==============================] - 3s 47us/step - loss: 0.0011\n",
            "Epoch 301/500\n",
            " 7808/60000 [==>...........................] - ETA: 2s - loss: 0.0011"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "60000/60000 [==============================] - 3s 46us/step - loss: 0.0011\n",
            "Epoch 302/500\n",
            "60000/60000 [==============================] - 3s 47us/step - loss: 0.0012\n",
            "Epoch 303/500\n",
            "60000/60000 [==============================] - 3s 46us/step - loss: 0.0013\n",
            "Epoch 304/500\n",
            "60000/60000 [==============================] - 3s 46us/step - loss: 0.0011\n",
            "Epoch 305/500\n",
            "60000/60000 [==============================] - 3s 47us/step - loss: 0.0011\n",
            "Epoch 306/500\n",
            "60000/60000 [==============================] - 3s 47us/step - loss: 0.0011\n",
            "Epoch 307/500\n",
            " 7936/60000 [==>...........................] - ETA: 2s - loss: 0.0011"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "60000/60000 [==============================] - 3s 47us/step - loss: 0.0010\n",
            "Epoch 308/500\n",
            "60000/60000 [==============================] - 3s 46us/step - loss: 0.0011\n",
            "Epoch 309/500\n",
            "60000/60000 [==============================] - 3s 47us/step - loss: 0.0011\n",
            "Epoch 310/500\n",
            "60000/60000 [==============================] - 3s 46us/step - loss: 0.0011\n",
            "Epoch 311/500\n",
            "60000/60000 [==============================] - 3s 46us/step - loss: 0.0011\n",
            "Epoch 312/500\n",
            "60000/60000 [==============================] - 3s 47us/step - loss: 0.0011\n",
            "Epoch 313/500\n",
            " 7808/60000 [==>...........................] - ETA: 2s - loss: 0.0013"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "60000/60000 [==============================] - 3s 47us/step - loss: 0.0011\n",
            "Epoch 314/500\n",
            "60000/60000 [==============================] - 3s 46us/step - loss: 0.0011\n",
            "Epoch 315/500\n",
            "60000/60000 [==============================] - 3s 46us/step - loss: 0.0010\n",
            "Epoch 316/500\n",
            "60000/60000 [==============================] - 3s 47us/step - loss: 0.0010\n",
            "Epoch 317/500\n",
            "60000/60000 [==============================] - 3s 47us/step - loss: 0.0010\n",
            "Epoch 318/500\n",
            "60000/60000 [==============================] - 3s 46us/step - loss: 0.0010\n",
            "Epoch 319/500\n",
            " 5632/60000 [=>............................] - ETA: 2s - loss: 8.5228e-04"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "60000/60000 [==============================] - 3s 47us/step - loss: 0.0010\n",
            "Epoch 320/500\n",
            "60000/60000 [==============================] - 3s 47us/step - loss: 0.0010\n",
            "Epoch 321/500\n",
            "60000/60000 [==============================] - 3s 46us/step - loss: 0.0011\n",
            "Epoch 322/500\n",
            "60000/60000 [==============================] - 3s 47us/step - loss: 0.0012\n",
            "Epoch 323/500\n",
            "60000/60000 [==============================] - 3s 48us/step - loss: 0.0013\n",
            "Epoch 324/500\n",
            "60000/60000 [==============================] - 3s 47us/step - loss: 0.0013\n",
            "Epoch 325/500\n",
            " 6912/60000 [==>...........................] - ETA: 2s - loss: 0.0013"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "60000/60000 [==============================] - 3s 47us/step - loss: 0.0012\n",
            "Epoch 326/500\n",
            "60000/60000 [==============================] - 3s 47us/step - loss: 0.0012\n",
            "Epoch 327/500\n",
            "60000/60000 [==============================] - 3s 46us/step - loss: 0.0014\n",
            "Epoch 328/500\n",
            "60000/60000 [==============================] - 3s 46us/step - loss: 0.0013\n",
            "Epoch 329/500\n",
            "60000/60000 [==============================] - 3s 47us/step - loss: 0.0012\n",
            "Epoch 330/500\n",
            "60000/60000 [==============================] - 3s 47us/step - loss: 0.0012\n",
            "Epoch 331/500\n",
            " 5760/60000 [=>............................] - ETA: 2s - loss: 0.0010    "
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "60000/60000 [==============================] - 3s 47us/step - loss: 0.0011\n",
            "Epoch 332/500\n",
            "60000/60000 [==============================] - 3s 47us/step - loss: 0.0011\n",
            "Epoch 333/500\n",
            "60000/60000 [==============================] - 3s 47us/step - loss: 0.0011\n",
            "Epoch 334/500\n",
            "60000/60000 [==============================] - 3s 47us/step - loss: 0.0011\n",
            "Epoch 335/500\n",
            "60000/60000 [==============================] - 3s 47us/step - loss: 0.0013\n",
            "Epoch 336/500\n",
            "60000/60000 [==============================] - 3s 47us/step - loss: 0.0015\n",
            "Epoch 337/500\n",
            " 6144/60000 [==>...........................] - ETA: 2s - loss: 0.0013"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "60000/60000 [==============================] - 3s 46us/step - loss: 0.0013\n",
            "Epoch 338/500\n",
            "60000/60000 [==============================] - 3s 47us/step - loss: 0.0013\n",
            "Epoch 339/500\n",
            "60000/60000 [==============================] - 3s 46us/step - loss: 0.0013\n",
            "Epoch 340/500\n",
            "60000/60000 [==============================] - 3s 46us/step - loss: 0.0012\n",
            "Epoch 341/500\n",
            "60000/60000 [==============================] - 3s 46us/step - loss: 0.0012\n",
            "Epoch 342/500\n",
            "60000/60000 [==============================] - 3s 47us/step - loss: 0.0012\n",
            "Epoch 343/500\n",
            " 9088/60000 [===>..........................] - ETA: 2s - loss: 0.0011"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "60000/60000 [==============================] - 3s 47us/step - loss: 0.0012\n",
            "Epoch 344/500\n",
            "60000/60000 [==============================] - 3s 47us/step - loss: 0.0011\n",
            "Epoch 345/500\n",
            "60000/60000 [==============================] - 3s 47us/step - loss: 0.0010\n",
            "Epoch 346/500\n",
            "60000/60000 [==============================] - 3s 47us/step - loss: 0.0012\n",
            "Epoch 347/500\n",
            "60000/60000 [==============================] - 3s 47us/step - loss: 0.0012\n",
            "Epoch 348/500\n",
            "60000/60000 [==============================] - 3s 46us/step - loss: 0.0010\n",
            "Epoch 349/500\n",
            " 7936/60000 [==>...........................] - ETA: 2s - loss: 0.0010"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "60000/60000 [==============================] - 3s 46us/step - loss: 0.0010\n",
            "Epoch 350/500\n",
            "60000/60000 [==============================] - 3s 47us/step - loss: 9.7667e-04\n",
            "Epoch 351/500\n",
            "60000/60000 [==============================] - 3s 47us/step - loss: 9.3865e-04\n",
            "Epoch 352/500\n",
            "60000/60000 [==============================] - 3s 47us/step - loss: 9.9574e-04\n",
            "Epoch 353/500\n",
            "60000/60000 [==============================] - 3s 46us/step - loss: 9.6525e-04\n",
            "Epoch 354/500\n",
            "60000/60000 [==============================] - 3s 47us/step - loss: 9.1846e-04\n",
            "Epoch 355/500\n",
            " 2432/60000 [>.............................] - ETA: 2s - loss: 9.4397e-04"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "60000/60000 [==============================] - 3s 47us/step - loss: 0.0012\n",
            "Epoch 356/500\n",
            "60000/60000 [==============================] - 3s 47us/step - loss: 0.0010\n",
            "Epoch 357/500\n",
            "60000/60000 [==============================] - 3s 47us/step - loss: 0.0010\n",
            "Epoch 358/500\n",
            "60000/60000 [==============================] - 3s 47us/step - loss: 0.0011\n",
            "Epoch 359/500\n",
            "60000/60000 [==============================] - 3s 47us/step - loss: 9.4356e-04\n",
            "Epoch 360/500\n",
            "60000/60000 [==============================] - 3s 47us/step - loss: 0.0012\n",
            "Epoch 361/500\n",
            " 4608/60000 [=>............................] - ETA: 2s - loss: 0.0012"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "60000/60000 [==============================] - 3s 47us/step - loss: 0.0013\n",
            "Epoch 362/500\n",
            "60000/60000 [==============================] - 3s 47us/step - loss: 0.0011\n",
            "Epoch 363/500\n",
            "60000/60000 [==============================] - 3s 46us/step - loss: 0.0011\n",
            "Epoch 364/500\n",
            "60000/60000 [==============================] - 3s 47us/step - loss: 9.5533e-04\n",
            "Epoch 365/500\n",
            "60000/60000 [==============================] - 3s 46us/step - loss: 0.0010\n",
            "Epoch 366/500\n",
            "60000/60000 [==============================] - 3s 46us/step - loss: 9.9783e-04\n",
            "Epoch 367/500\n",
            " 5760/60000 [=>............................] - ETA: 2s - loss: 9.0857e-04"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "60000/60000 [==============================] - 3s 46us/step - loss: 0.0011\n",
            "Epoch 368/500\n",
            "60000/60000 [==============================] - 3s 46us/step - loss: 0.0011\n",
            "Epoch 369/500\n",
            "60000/60000 [==============================] - 3s 46us/step - loss: 0.0012\n",
            "Epoch 370/500\n",
            "60000/60000 [==============================] - 3s 46us/step - loss: 0.0012\n",
            "Epoch 371/500\n",
            "60000/60000 [==============================] - 3s 47us/step - loss: 0.0012\n",
            "Epoch 372/500\n",
            "60000/60000 [==============================] - 3s 46us/step - loss: 0.0011\n",
            "Epoch 373/500\n",
            " 8320/60000 [===>..........................] - ETA: 2s - loss: 9.7549e-04"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "60000/60000 [==============================] - 3s 47us/step - loss: 0.0012\n",
            "Epoch 374/500\n",
            "60000/60000 [==============================] - 3s 47us/step - loss: 0.0011\n",
            "Epoch 375/500\n",
            "60000/60000 [==============================] - 3s 47us/step - loss: 0.0013\n",
            "Epoch 376/500\n",
            "60000/60000 [==============================] - 3s 47us/step - loss: 0.0013\n",
            "Epoch 377/500\n",
            "60000/60000 [==============================] - 3s 47us/step - loss: 0.0011\n",
            "Epoch 378/500\n",
            "60000/60000 [==============================] - 3s 47us/step - loss: 0.0011\n",
            "Epoch 379/500\n",
            " 6912/60000 [==>...........................] - ETA: 2s - loss: 9.7901e-04"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "60000/60000 [==============================] - 3s 47us/step - loss: 0.0011\n",
            "Epoch 380/500\n",
            "60000/60000 [==============================] - 3s 46us/step - loss: 0.0011\n",
            "Epoch 381/500\n",
            "60000/60000 [==============================] - 3s 46us/step - loss: 0.0011\n",
            "Epoch 382/500\n",
            "60000/60000 [==============================] - 3s 47us/step - loss: 0.0011\n",
            "Epoch 383/500\n",
            "60000/60000 [==============================] - 3s 46us/step - loss: 0.0012\n",
            "Epoch 384/500\n",
            "60000/60000 [==============================] - 3s 47us/step - loss: 0.0011\n",
            "Epoch 385/500\n",
            " 4864/60000 [=>............................] - ETA: 2s - loss: 0.0015"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "60000/60000 [==============================] - 3s 46us/step - loss: 0.0012\n",
            "Epoch 386/500\n",
            "60000/60000 [==============================] - 3s 46us/step - loss: 0.0010\n",
            "Epoch 387/500\n",
            "60000/60000 [==============================] - 3s 47us/step - loss: 0.0010\n",
            "Epoch 388/500\n",
            "60000/60000 [==============================] - 3s 46us/step - loss: 0.0011\n",
            "Epoch 389/500\n",
            "60000/60000 [==============================] - 3s 47us/step - loss: 9.8316e-04\n",
            "Epoch 390/500\n",
            "60000/60000 [==============================] - 3s 46us/step - loss: 0.0010\n",
            "Epoch 391/500\n",
            " 6656/60000 [==>...........................] - ETA: 2s - loss: 0.0010"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "60000/60000 [==============================] - 3s 47us/step - loss: 0.0012\n",
            "Epoch 392/500\n",
            "60000/60000 [==============================] - 3s 47us/step - loss: 0.0011\n",
            "Epoch 393/500\n",
            "60000/60000 [==============================] - 3s 47us/step - loss: 0.0010\n",
            "Epoch 394/500\n",
            "60000/60000 [==============================] - 3s 47us/step - loss: 9.5827e-04\n",
            "Epoch 395/500\n",
            "60000/60000 [==============================] - 3s 47us/step - loss: 9.6029e-04\n",
            "Epoch 396/500\n",
            "60000/60000 [==============================] - 3s 47us/step - loss: 8.9725e-04\n",
            "Epoch 397/500\n",
            " 4224/60000 [=>............................] - ETA: 2s - loss: 0.0013"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "60000/60000 [==============================] - 3s 47us/step - loss: 9.7877e-04\n",
            "Epoch 398/500\n",
            "60000/60000 [==============================] - 3s 46us/step - loss: 9.9853e-04\n",
            "Epoch 399/500\n",
            "60000/60000 [==============================] - 3s 47us/step - loss: 8.9283e-04\n",
            "Epoch 400/500\n",
            "60000/60000 [==============================] - 3s 46us/step - loss: 8.3998e-04\n",
            "Epoch 401/500\n",
            "60000/60000 [==============================] - 3s 47us/step - loss: 8.8940e-04\n",
            "Epoch 402/500\n",
            "60000/60000 [==============================] - 3s 47us/step - loss: 9.8852e-04\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "Epoch 403/500\n",
            "60000/60000 [==============================] - 3s 46us/step - loss: 9.4822e-04\n",
            "Epoch 404/500\n",
            "60000/60000 [==============================] - 3s 46us/step - loss: 0.0010\n",
            "Epoch 405/500\n",
            "60000/60000 [==============================] - 3s 47us/step - loss: 0.0012\n",
            "Epoch 406/500\n",
            "60000/60000 [==============================] - 3s 46us/step - loss: 0.0012\n",
            "Epoch 407/500\n",
            "60000/60000 [==============================] - 3s 47us/step - loss: 0.0012\n",
            "Epoch 408/500\n",
            "55040/60000 [==========================>...] - ETA: 0s - loss: 0.0012"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "60000/60000 [==============================] - 3s 47us/step - loss: 0.0012\n",
            "Epoch 409/500\n",
            "60000/60000 [==============================] - 3s 47us/step - loss: 0.0011\n",
            "Epoch 410/500\n",
            "60000/60000 [==============================] - 3s 47us/step - loss: 0.0010\n",
            "Epoch 411/500\n",
            "60000/60000 [==============================] - 3s 46us/step - loss: 0.0011\n",
            "Epoch 412/500\n",
            "60000/60000 [==============================] - 3s 47us/step - loss: 0.0011\n",
            "Epoch 413/500\n",
            "60000/60000 [==============================] - 3s 47us/step - loss: 9.6726e-04\n",
            "Epoch 414/500\n",
            "11264/60000 [====>.........................] - ETA: 2s - loss: 0.0011"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "60000/60000 [==============================] - 3s 47us/step - loss: 0.0011\n",
            "Epoch 415/500\n",
            "60000/60000 [==============================] - 3s 47us/step - loss: 9.2928e-04\n",
            "Epoch 416/500\n",
            "60000/60000 [==============================] - 3s 47us/step - loss: 9.2768e-04\n",
            "Epoch 417/500\n",
            "60000/60000 [==============================] - 3s 47us/step - loss: 8.8109e-04\n",
            "Epoch 418/500\n",
            "60000/60000 [==============================] - 3s 48us/step - loss: 8.9535e-04\n",
            "Epoch 419/500\n",
            "60000/60000 [==============================] - 3s 47us/step - loss: 9.7185e-04\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "Epoch 420/500\n",
            "60000/60000 [==============================] - 3s 47us/step - loss: 9.6308e-04\n",
            "Epoch 421/500\n",
            "60000/60000 [==============================] - 3s 47us/step - loss: 9.9013e-04\n",
            "Epoch 422/500\n",
            "60000/60000 [==============================] - 3s 47us/step - loss: 9.0787e-04\n",
            "Epoch 423/500\n",
            "60000/60000 [==============================] - 3s 47us/step - loss: 8.5394e-04\n",
            "Epoch 424/500\n",
            "60000/60000 [==============================] - 3s 46us/step - loss: 9.1610e-04\n",
            "Epoch 425/500\n",
            "50560/60000 [========================>.....] - ETA: 0s - loss: 8.3434e-04"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "60000/60000 [==============================] - 3s 47us/step - loss: 8.3310e-04\n",
            "Epoch 426/500\n",
            "60000/60000 [==============================] - 3s 47us/step - loss: 8.0909e-04\n",
            "Epoch 427/500\n",
            "60000/60000 [==============================] - 3s 46us/step - loss: 8.8479e-04\n",
            "Epoch 428/500\n",
            "60000/60000 [==============================] - 3s 46us/step - loss: 9.0723e-04\n",
            "Epoch 429/500\n",
            "60000/60000 [==============================] - 3s 46us/step - loss: 0.0011\n",
            "Epoch 430/500\n",
            "60000/60000 [==============================] - 3s 47us/step - loss: 8.8648e-04\n",
            "Epoch 431/500\n",
            " 5760/60000 [=>............................] - ETA: 2s - loss: 9.3734e-04"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "60000/60000 [==============================] - 3s 47us/step - loss: 8.9225e-04\n",
            "Epoch 432/500\n",
            "60000/60000 [==============================] - 3s 47us/step - loss: 8.3471e-04\n",
            "Epoch 433/500\n",
            "60000/60000 [==============================] - 3s 47us/step - loss: 8.5722e-04\n",
            "Epoch 434/500\n",
            "60000/60000 [==============================] - 3s 47us/step - loss: 9.1223e-04\n",
            "Epoch 435/500\n",
            "60000/60000 [==============================] - 3s 47us/step - loss: 8.3633e-04\n",
            "Epoch 436/500\n",
            "58240/60000 [============================>.] - ETA: 0s - loss: 8.1729e-04"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "60000/60000 [==============================] - 3s 47us/step - loss: 8.1855e-04\n",
            "Epoch 437/500\n",
            "60000/60000 [==============================] - 3s 47us/step - loss: 8.9848e-04\n",
            "Epoch 438/500\n",
            "60000/60000 [==============================] - 3s 47us/step - loss: 8.4142e-04\n",
            "Epoch 439/500\n",
            "60000/60000 [==============================] - 3s 47us/step - loss: 7.8933e-04\n",
            "Epoch 440/500\n",
            "60000/60000 [==============================] - 3s 47us/step - loss: 8.6161e-04\n",
            "Epoch 441/500\n",
            "60000/60000 [==============================] - 3s 47us/step - loss: 7.9458e-04\n",
            "Epoch 442/500\n",
            " 3456/60000 [>.............................] - ETA: 2s - loss: 7.5231e-04"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "60000/60000 [==============================] - 3s 48us/step - loss: 8.1387e-04\n",
            "Epoch 443/500\n",
            "60000/60000 [==============================] - 3s 48us/step - loss: 8.6992e-04\n",
            "Epoch 444/500\n",
            "60000/60000 [==============================] - 3s 47us/step - loss: 8.1318e-04\n",
            "Epoch 445/500\n",
            "60000/60000 [==============================] - 3s 47us/step - loss: 8.0173e-04\n",
            "Epoch 446/500\n",
            "60000/60000 [==============================] - 3s 47us/step - loss: 8.2294e-04\n",
            "Epoch 447/500\n",
            "58880/60000 [============================>.] - ETA: 0s - loss: 8.0152e-04"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "60000/60000 [==============================] - 3s 47us/step - loss: 8.0645e-04\n",
            "Epoch 448/500\n",
            "60000/60000 [==============================] - 3s 46us/step - loss: 8.8765e-04\n",
            "Epoch 449/500\n",
            "60000/60000 [==============================] - 3s 47us/step - loss: 7.8042e-04\n",
            "Epoch 450/500\n",
            "60000/60000 [==============================] - 3s 47us/step - loss: 7.7535e-04\n",
            "Epoch 451/500\n",
            "60000/60000 [==============================] - 3s 47us/step - loss: 8.3758e-04\n",
            "Epoch 452/500\n",
            "60000/60000 [==============================] - 3s 46us/step - loss: 8.4569e-04\n",
            "Epoch 453/500\n",
            " 6016/60000 [==>...........................] - ETA: 2s - loss: 7.8983e-04"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "60000/60000 [==============================] - 3s 47us/step - loss: 8.3796e-04\n",
            "Epoch 454/500\n",
            "60000/60000 [==============================] - 3s 46us/step - loss: 9.1349e-04\n",
            "Epoch 455/500\n",
            "60000/60000 [==============================] - 3s 46us/step - loss: 8.1849e-04\n",
            "Epoch 456/500\n",
            "60000/60000 [==============================] - 3s 46us/step - loss: 8.0642e-04\n",
            "Epoch 457/500\n",
            "60000/60000 [==============================] - 3s 46us/step - loss: 7.8126e-04\n",
            "Epoch 458/500\n",
            "60000/60000 [==============================] - 3s 47us/step - loss: 7.7911e-04\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "Epoch 459/500\n",
            "60000/60000 [==============================] - 3s 47us/step - loss: 7.9788e-04\n",
            "Epoch 460/500\n",
            "60000/60000 [==============================] - 3s 46us/step - loss: 7.9245e-04\n",
            "Epoch 461/500\n",
            "60000/60000 [==============================] - 3s 47us/step - loss: 8.4898e-04\n",
            "Epoch 462/500\n",
            "60000/60000 [==============================] - 3s 47us/step - loss: 8.2015e-04\n",
            "Epoch 463/500\n",
            "60000/60000 [==============================] - 3s 46us/step - loss: 7.8927e-04\n",
            "Epoch 464/500\n",
            "50176/60000 [========================>.....] - ETA: 0s - loss: 9.5899e-04"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "60000/60000 [==============================] - 3s 46us/step - loss: 9.7387e-04\n",
            "Epoch 465/500\n",
            "60000/60000 [==============================] - 3s 46us/step - loss: 0.0011\n",
            "Epoch 466/500\n",
            "60000/60000 [==============================] - 3s 46us/step - loss: 8.8815e-04\n",
            "Epoch 467/500\n",
            "60000/60000 [==============================] - 3s 47us/step - loss: 8.3180e-04\n",
            "Epoch 468/500\n",
            "60000/60000 [==============================] - 3s 47us/step - loss: 8.1120e-04\n",
            "Epoch 469/500\n",
            "60000/60000 [==============================] - 3s 47us/step - loss: 7.6652e-04\n",
            "Epoch 470/500\n",
            " 7040/60000 [==>...........................] - ETA: 2s - loss: 5.6818e-04"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "60000/60000 [==============================] - 3s 47us/step - loss: 7.5320e-04\n",
            "Epoch 471/500\n",
            "60000/60000 [==============================] - 3s 47us/step - loss: 7.6783e-04\n",
            "Epoch 472/500\n",
            "60000/60000 [==============================] - 3s 47us/step - loss: 7.6163e-04\n",
            "Epoch 473/500\n",
            "60000/60000 [==============================] - 3s 47us/step - loss: 7.6260e-04\n",
            "Epoch 474/500\n",
            "60000/60000 [==============================] - 3s 47us/step - loss: 7.8727e-04\n",
            "Epoch 475/500\n",
            "58240/60000 [============================>.] - ETA: 0s - loss: 8.0320e-04"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "60000/60000 [==============================] - 3s 47us/step - loss: 8.0631e-04\n",
            "Epoch 476/500\n",
            "60000/60000 [==============================] - 3s 47us/step - loss: 7.8639e-04\n",
            "Epoch 477/500\n",
            "60000/60000 [==============================] - 3s 47us/step - loss: 8.2836e-04\n",
            "Epoch 478/500\n",
            "60000/60000 [==============================] - 3s 47us/step - loss: 8.7798e-04\n",
            "Epoch 479/500\n",
            "60000/60000 [==============================] - 3s 47us/step - loss: 8.6426e-04\n",
            "Epoch 480/500\n",
            "60000/60000 [==============================] - 3s 47us/step - loss: 9.1633e-04\n",
            "Epoch 481/500\n",
            " 4736/60000 [=>............................] - ETA: 2s - loss: 8.9015e-04"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "60000/60000 [==============================] - 3s 46us/step - loss: 8.0095e-04\n",
            "Epoch 482/500\n",
            "60000/60000 [==============================] - 3s 46us/step - loss: 7.6977e-04\n",
            "Epoch 483/500\n",
            "60000/60000 [==============================] - 3s 46us/step - loss: 7.5710e-04\n",
            "Epoch 484/500\n",
            "60000/60000 [==============================] - 3s 47us/step - loss: 8.4016e-04\n",
            "Epoch 485/500\n",
            "60000/60000 [==============================] - 3s 47us/step - loss: 8.3072e-04\n",
            "Epoch 486/500\n",
            "59520/60000 [============================>.] - ETA: 0s - loss: 7.8684e-04"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "60000/60000 [==============================] - 3s 47us/step - loss: 7.8388e-04\n",
            "Epoch 487/500\n",
            "60000/60000 [==============================] - 3s 46us/step - loss: 7.9206e-04\n",
            "Epoch 488/500\n",
            "60000/60000 [==============================] - 3s 46us/step - loss: 8.4668e-04\n",
            "Epoch 489/500\n",
            "60000/60000 [==============================] - 3s 47us/step - loss: 8.1852e-04\n",
            "Epoch 490/500\n",
            "60000/60000 [==============================] - 3s 47us/step - loss: 8.6227e-04\n",
            "Epoch 491/500\n",
            "60000/60000 [==============================] - 3s 46us/step - loss: 8.7889e-04\n",
            "Epoch 492/500\n",
            " 4736/60000 [=>............................] - ETA: 2s - loss: 6.3344e-04"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "60000/60000 [==============================] - 3s 46us/step - loss: 8.0189e-04\n",
            "Epoch 493/500\n",
            "60000/60000 [==============================] - 3s 46us/step - loss: 7.5480e-04\n",
            "Epoch 494/500\n",
            "60000/60000 [==============================] - 3s 46us/step - loss: 7.9213e-04\n",
            "Epoch 495/500\n",
            "60000/60000 [==============================] - 3s 47us/step - loss: 7.7330e-04\n",
            "Epoch 496/500\n",
            "60000/60000 [==============================] - 3s 47us/step - loss: 7.9856e-04\n",
            "Epoch 497/500\n",
            "60000/60000 [==============================] - 3s 46us/step - loss: 7.8463e-04\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "Epoch 498/500\n",
            "60000/60000 [==============================] - 3s 47us/step - loss: 8.4536e-04\n",
            "Epoch 499/500\n",
            "60000/60000 [==============================] - 3s 47us/step - loss: 8.4745e-04\n",
            "Epoch 500/500\n",
            "60000/60000 [==============================] - 3s 47us/step - loss: 8.9983e-04\n",
            "Epoch 1/500\n",
            "60000/60000 [==============================] - 3s 48us/step - loss: 0.0010\n",
            "Epoch 2/500\n",
            "60000/60000 [==============================] - 3s 46us/step - loss: 0.0016\n",
            "Epoch 3/500\n",
            "58240/60000 [============================>.] - ETA: 0s - loss: 0.0017"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "60000/60000 [==============================] - 3s 45us/step - loss: 0.0017\n",
            "Epoch 4/500\n",
            "60000/60000 [==============================] - 3s 45us/step - loss: 0.0024\n",
            "Epoch 5/500\n",
            "60000/60000 [==============================] - 3s 45us/step - loss: 0.0024\n",
            "Epoch 6/500\n",
            "60000/60000 [==============================] - 3s 45us/step - loss: 0.0025\n",
            "Epoch 7/500\n",
            "60000/60000 [==============================] - 3s 46us/step - loss: 0.0031\n",
            "Epoch 8/500\n",
            "60000/60000 [==============================] - 3s 46us/step - loss: 0.0024\n",
            "Epoch 9/500\n",
            "21504/60000 [=========>....................] - ETA: 1s - loss: 0.0025"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "60000/60000 [==============================] - 3s 45us/step - loss: 0.0025\n",
            "Epoch 10/500\n",
            "60000/60000 [==============================] - 3s 45us/step - loss: 0.0031\n",
            "Epoch 11/500\n",
            "60000/60000 [==============================] - 3s 45us/step - loss: 0.0027\n",
            "Epoch 12/500\n",
            "60000/60000 [==============================] - 3s 46us/step - loss: 0.0022\n",
            "Epoch 13/500\n",
            "60000/60000 [==============================] - 3s 46us/step - loss: 0.0026\n",
            "Epoch 14/500\n",
            "60000/60000 [==============================] - 3s 45us/step - loss: 0.0024\n",
            "Epoch 15/500\n",
            "18944/60000 [========>.....................] - ETA: 1s - loss: 0.0023"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "60000/60000 [==============================] - 3s 46us/step - loss: 0.0025\n",
            "Epoch 16/500\n",
            "60000/60000 [==============================] - 3s 45us/step - loss: 0.0019\n",
            "Epoch 17/500\n",
            "60000/60000 [==============================] - 3s 45us/step - loss: 0.0022\n",
            "Epoch 18/500\n",
            "60000/60000 [==============================] - 3s 45us/step - loss: 0.0023\n",
            "Epoch 19/500\n",
            "60000/60000 [==============================] - 3s 46us/step - loss: 0.0028\n",
            "Epoch 20/500\n",
            "60000/60000 [==============================] - 3s 45us/step - loss: 0.0027\n",
            "Epoch 21/500\n",
            "16640/60000 [=======>......................] - ETA: 1s - loss: 0.0024"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "60000/60000 [==============================] - 3s 45us/step - loss: 0.0024\n",
            "Epoch 22/500\n",
            "60000/60000 [==============================] - 3s 45us/step - loss: 0.0029\n",
            "Epoch 23/500\n",
            "60000/60000 [==============================] - 3s 46us/step - loss: 0.0031\n",
            "Epoch 24/500\n",
            "60000/60000 [==============================] - 3s 45us/step - loss: 0.0030\n",
            "Epoch 25/500\n",
            "60000/60000 [==============================] - 3s 46us/step - loss: 0.0032\n",
            "Epoch 26/500\n",
            "60000/60000 [==============================] - 3s 46us/step - loss: 0.0032\n",
            "Epoch 27/500\n",
            "15232/60000 [======>.......................] - ETA: 2s - loss: 0.0035"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "60000/60000 [==============================] - 3s 45us/step - loss: 0.0030\n",
            "Epoch 28/500\n",
            "60000/60000 [==============================] - 3s 44us/step - loss: 0.0032\n",
            "Epoch 29/500\n",
            "60000/60000 [==============================] - 3s 45us/step - loss: 0.0031\n",
            "Epoch 30/500\n",
            "60000/60000 [==============================] - 3s 45us/step - loss: 0.0034\n",
            "Epoch 31/500\n",
            "60000/60000 [==============================] - 3s 45us/step - loss: 0.0026\n",
            "Epoch 32/500\n",
            "60000/60000 [==============================] - 3s 44us/step - loss: 0.0034\n",
            "Epoch 33/500\n",
            "16512/60000 [=======>......................] - ETA: 1s - loss: 0.0035"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "60000/60000 [==============================] - 3s 45us/step - loss: 0.0036\n",
            "Epoch 34/500\n",
            "60000/60000 [==============================] - 3s 46us/step - loss: 0.0031\n",
            "Epoch 35/500\n",
            "60000/60000 [==============================] - 3s 45us/step - loss: 0.0029\n",
            "Epoch 36/500\n",
            "60000/60000 [==============================] - 3s 46us/step - loss: 0.0027\n",
            "Epoch 37/500\n",
            "60000/60000 [==============================] - 3s 45us/step - loss: 0.0033\n",
            "Epoch 38/500\n",
            "60000/60000 [==============================] - 3s 45us/step - loss: 0.0033\n",
            "Epoch 39/500\n",
            "17664/60000 [=======>......................] - ETA: 1s - loss: 0.0028"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "60000/60000 [==============================] - 3s 45us/step - loss: 0.0027\n",
            "Epoch 40/500\n",
            "60000/60000 [==============================] - 3s 45us/step - loss: 0.0029\n",
            "Epoch 41/500\n",
            "60000/60000 [==============================] - 3s 46us/step - loss: 0.0034\n",
            "Epoch 42/500\n",
            "60000/60000 [==============================] - 3s 45us/step - loss: 0.0035\n",
            "Epoch 43/500\n",
            "60000/60000 [==============================] - 3s 46us/step - loss: 0.0030\n",
            "Epoch 44/500\n",
            "60000/60000 [==============================] - 3s 45us/step - loss: 0.0027\n",
            "Epoch 45/500\n",
            "14592/60000 [======>.......................] - ETA: 2s - loss: 0.0029"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "60000/60000 [==============================] - 3s 45us/step - loss: 0.0031\n",
            "Epoch 46/500\n",
            "60000/60000 [==============================] - 3s 46us/step - loss: 0.0033\n",
            "Epoch 47/500\n",
            "60000/60000 [==============================] - 3s 45us/step - loss: 0.0033\n",
            "Epoch 48/500\n",
            "60000/60000 [==============================] - 3s 46us/step - loss: 0.0033\n",
            "Epoch 49/500\n",
            "60000/60000 [==============================] - 3s 46us/step - loss: 0.0035\n",
            "Epoch 50/500\n",
            "60000/60000 [==============================] - 3s 45us/step - loss: 0.0038\n",
            "Epoch 51/500\n",
            "15360/60000 [======>.......................] - ETA: 2s - loss: 0.0025"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "60000/60000 [==============================] - 3s 46us/step - loss: 0.0027\n",
            "Epoch 52/500\n",
            "60000/60000 [==============================] - 3s 46us/step - loss: 0.0031\n",
            "Epoch 53/500\n",
            "60000/60000 [==============================] - 3s 45us/step - loss: 0.0032\n",
            "Epoch 54/500\n",
            "60000/60000 [==============================] - 3s 45us/step - loss: 0.0030\n",
            "Epoch 55/500\n",
            "60000/60000 [==============================] - 3s 45us/step - loss: 0.0032\n",
            "Epoch 56/500\n",
            "60000/60000 [==============================] - 3s 46us/step - loss: 0.0028\n",
            "Epoch 57/500\n",
            "15872/60000 [======>.......................] - ETA: 2s - loss: 0.0028"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "60000/60000 [==============================] - 3s 46us/step - loss: 0.0028\n",
            "Epoch 58/500\n",
            "60000/60000 [==============================] - 3s 46us/step - loss: 0.0031\n",
            "Epoch 59/500\n",
            "60000/60000 [==============================] - 3s 46us/step - loss: 0.0038\n",
            "Epoch 60/500\n",
            "60000/60000 [==============================] - 3s 46us/step - loss: 0.0031\n",
            "Epoch 61/500\n",
            "60000/60000 [==============================] - 3s 46us/step - loss: 0.0030\n",
            "Epoch 62/500\n",
            "60000/60000 [==============================] - 3s 46us/step - loss: 0.0033\n",
            "Epoch 63/500\n",
            "15744/60000 [======>.......................] - ETA: 1s - loss: 0.0041"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "60000/60000 [==============================] - 3s 46us/step - loss: 0.0034\n",
            "Epoch 64/500\n",
            "60000/60000 [==============================] - 3s 46us/step - loss: 0.0029\n",
            "Epoch 65/500\n",
            "60000/60000 [==============================] - 3s 46us/step - loss: 0.0029\n",
            "Epoch 66/500\n",
            "60000/60000 [==============================] - 3s 45us/step - loss: 0.0030\n",
            "Epoch 67/500\n",
            "60000/60000 [==============================] - 3s 45us/step - loss: 0.0033\n",
            "Epoch 68/500\n",
            "60000/60000 [==============================] - 3s 46us/step - loss: 0.0034\n",
            "Epoch 69/500\n",
            "13056/60000 [=====>........................] - ETA: 2s - loss: 0.0029"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "60000/60000 [==============================] - 3s 46us/step - loss: 0.0027\n",
            "Epoch 70/500\n",
            "60000/60000 [==============================] - 3s 45us/step - loss: 0.0032\n",
            "Epoch 71/500\n",
            "60000/60000 [==============================] - 3s 45us/step - loss: 0.0031\n",
            "Epoch 72/500\n",
            "60000/60000 [==============================] - 3s 45us/step - loss: 0.0031\n",
            "Epoch 73/500\n",
            "60000/60000 [==============================] - 3s 46us/step - loss: 0.0027\n",
            "Epoch 74/500\n",
            "60000/60000 [==============================] - 3s 46us/step - loss: 0.0031\n",
            "Epoch 75/500\n",
            "14080/60000 [======>.......................] - ETA: 2s - loss: 0.0022"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "60000/60000 [==============================] - 3s 45us/step - loss: 0.0027\n",
            "Epoch 76/500\n",
            "60000/60000 [==============================] - 3s 45us/step - loss: 0.0027\n",
            "Epoch 77/500\n",
            "60000/60000 [==============================] - 3s 46us/step - loss: 0.0028\n",
            "Epoch 78/500\n",
            "60000/60000 [==============================] - 3s 46us/step - loss: 0.0032\n",
            "Epoch 79/500\n",
            "60000/60000 [==============================] - 3s 46us/step - loss: 0.0029\n",
            "Epoch 80/500\n",
            "60000/60000 [==============================] - 3s 45us/step - loss: 0.0032\n",
            "Epoch 81/500\n",
            "16000/60000 [=======>......................] - ETA: 2s - loss: 0.0028"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "60000/60000 [==============================] - 3s 45us/step - loss: 0.0029\n",
            "Epoch 82/500\n",
            "60000/60000 [==============================] - 3s 45us/step - loss: 0.0030\n",
            "Epoch 83/500\n",
            "60000/60000 [==============================] - 3s 45us/step - loss: 0.0035\n",
            "Epoch 84/500\n",
            "60000/60000 [==============================] - 3s 46us/step - loss: 0.0035\n",
            "Epoch 85/500\n",
            "60000/60000 [==============================] - 3s 46us/step - loss: 0.0030\n",
            "Epoch 86/500\n",
            "60000/60000 [==============================] - 3s 45us/step - loss: 0.0032\n",
            "Epoch 87/500\n",
            "15488/60000 [======>.......................] - ETA: 1s - loss: 0.0028"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "60000/60000 [==============================] - 3s 45us/step - loss: 0.0029\n",
            "Epoch 88/500\n",
            "60000/60000 [==============================] - 3s 45us/step - loss: 0.0030\n",
            "Epoch 89/500\n",
            "60000/60000 [==============================] - 3s 46us/step - loss: 0.0034\n",
            "Epoch 90/500\n",
            "60000/60000 [==============================] - 3s 46us/step - loss: 0.0031\n",
            "Epoch 91/500\n",
            "60000/60000 [==============================] - 3s 46us/step - loss: 0.0030\n",
            "Epoch 92/500\n",
            "60000/60000 [==============================] - 3s 45us/step - loss: 0.0028\n",
            "Epoch 93/500\n",
            "14080/60000 [======>.......................] - ETA: 2s - loss: 0.0034"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "60000/60000 [==============================] - 3s 46us/step - loss: 0.0036\n",
            "Epoch 94/500\n",
            "60000/60000 [==============================] - 3s 45us/step - loss: 0.0031\n",
            "Epoch 95/500\n",
            "60000/60000 [==============================] - 3s 45us/step - loss: 0.0032\n",
            "Epoch 96/500\n",
            "60000/60000 [==============================] - 3s 45us/step - loss: 0.0031\n",
            "Epoch 97/500\n",
            "60000/60000 [==============================] - 3s 45us/step - loss: 0.0029\n",
            "Epoch 98/500\n",
            "60000/60000 [==============================] - 3s 46us/step - loss: 0.0025\n",
            "Epoch 99/500\n",
            "15104/60000 [======>.......................] - ETA: 2s - loss: 0.0031"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "60000/60000 [==============================] - 3s 45us/step - loss: 0.0031\n",
            "Epoch 100/500\n",
            "60000/60000 [==============================] - 3s 46us/step - loss: 0.0040\n",
            "Epoch 101/500\n",
            "60000/60000 [==============================] - 3s 45us/step - loss: 0.0031\n",
            "Epoch 102/500\n",
            "60000/60000 [==============================] - 3s 45us/step - loss: 0.0030\n",
            "Epoch 103/500\n",
            "60000/60000 [==============================] - 3s 46us/step - loss: 0.0031\n",
            "Epoch 104/500\n",
            "60000/60000 [==============================] - 3s 45us/step - loss: 0.0034\n",
            "Epoch 105/500\n",
            "14464/60000 [======>.......................] - ETA: 2s - loss: 0.0026"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "60000/60000 [==============================] - 3s 44us/step - loss: 0.0028\n",
            "Epoch 106/500\n",
            "60000/60000 [==============================] - 3s 45us/step - loss: 0.0037\n",
            "Epoch 107/500\n",
            "60000/60000 [==============================] - 3s 45us/step - loss: 0.0030\n",
            "Epoch 108/500\n",
            "60000/60000 [==============================] - 3s 45us/step - loss: 0.0033\n",
            "Epoch 109/500\n",
            "60000/60000 [==============================] - 3s 45us/step - loss: 0.0033\n",
            "Epoch 110/500\n",
            "60000/60000 [==============================] - 3s 45us/step - loss: 0.0027\n",
            "Epoch 111/500\n",
            "15232/60000 [======>.......................] - ETA: 2s - loss: 0.0031"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "60000/60000 [==============================] - 3s 45us/step - loss: 0.0030\n",
            "Epoch 112/500\n",
            "60000/60000 [==============================] - 3s 45us/step - loss: 0.0033\n",
            "Epoch 113/500\n",
            "60000/60000 [==============================] - 3s 45us/step - loss: 0.0035\n",
            "Epoch 114/500\n",
            "60000/60000 [==============================] - 3s 45us/step - loss: 0.0033\n",
            "Epoch 115/500\n",
            "60000/60000 [==============================] - 3s 45us/step - loss: 0.0032\n",
            "Epoch 116/500\n",
            "60000/60000 [==============================] - 3s 45us/step - loss: 0.0025\n",
            "Epoch 117/500\n",
            "15872/60000 [======>.......................] - ETA: 1s - loss: 0.0026"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "60000/60000 [==============================] - 3s 44us/step - loss: 0.0027\n",
            "Epoch 118/500\n",
            "60000/60000 [==============================] - 3s 45us/step - loss: 0.0032\n",
            "Epoch 119/500\n",
            "60000/60000 [==============================] - 3s 45us/step - loss: 0.0031\n",
            "Epoch 120/500\n",
            "60000/60000 [==============================] - 3s 44us/step - loss: 0.0034\n",
            "Epoch 121/500\n",
            "60000/60000 [==============================] - 3s 46us/step - loss: 0.0031\n",
            "Epoch 122/500\n",
            "60000/60000 [==============================] - 3s 45us/step - loss: 0.0027\n",
            "Epoch 123/500\n",
            "15360/60000 [======>.......................] - ETA: 1s - loss: 0.0025"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "60000/60000 [==============================] - 3s 45us/step - loss: 0.0028\n",
            "Epoch 124/500\n",
            "60000/60000 [==============================] - 3s 45us/step - loss: 0.0035\n",
            "Epoch 125/500\n",
            "60000/60000 [==============================] - 3s 45us/step - loss: 0.0034\n",
            "Epoch 126/500\n",
            "60000/60000 [==============================] - 3s 46us/step - loss: 0.0031\n",
            "Epoch 127/500\n",
            "60000/60000 [==============================] - 3s 45us/step - loss: 0.0031\n",
            "Epoch 128/500\n",
            "60000/60000 [==============================] - 3s 45us/step - loss: 0.0036\n",
            "Epoch 129/500\n",
            "13184/60000 [=====>........................] - ETA: 2s - loss: 0.0031"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "60000/60000 [==============================] - 3s 45us/step - loss: 0.0031\n",
            "Epoch 130/500\n",
            "60000/60000 [==============================] - 3s 45us/step - loss: 0.0026\n",
            "Epoch 131/500\n",
            "60000/60000 [==============================] - 3s 45us/step - loss: 0.0028\n",
            "Epoch 132/500\n",
            "60000/60000 [==============================] - 3s 46us/step - loss: 0.0029\n",
            "Epoch 133/500\n",
            "60000/60000 [==============================] - 3s 46us/step - loss: 0.0031\n",
            "Epoch 134/500\n",
            "60000/60000 [==============================] - 3s 46us/step - loss: 0.0031\n",
            "Epoch 135/500\n",
            "12416/60000 [=====>........................] - ETA: 2s - loss: 0.0035"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "60000/60000 [==============================] - 3s 46us/step - loss: 0.0032\n",
            "Epoch 136/500\n",
            "60000/60000 [==============================] - 3s 45us/step - loss: 0.0029\n",
            "Epoch 137/500\n",
            "60000/60000 [==============================] - 3s 45us/step - loss: 0.0033\n",
            "Epoch 138/500\n",
            "60000/60000 [==============================] - 3s 45us/step - loss: 0.0048\n",
            "Epoch 139/500\n",
            "60000/60000 [==============================] - 3s 45us/step - loss: 0.0032\n",
            "Epoch 140/500\n",
            "60000/60000 [==============================] - 3s 46us/step - loss: 0.0036\n",
            "Epoch 141/500\n",
            "11648/60000 [====>.........................] - ETA: 2s - loss: 0.0038"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "60000/60000 [==============================] - 3s 46us/step - loss: 0.0032\n",
            "Epoch 142/500\n",
            "60000/60000 [==============================] - 3s 45us/step - loss: 0.0032\n",
            "Epoch 143/500\n",
            "60000/60000 [==============================] - 3s 45us/step - loss: 0.0030\n",
            "Epoch 144/500\n",
            "60000/60000 [==============================] - 3s 46us/step - loss: 0.0026\n",
            "Epoch 145/500\n",
            "60000/60000 [==============================] - 3s 45us/step - loss: 0.0025\n",
            "Epoch 146/500\n",
            "60000/60000 [==============================] - 3s 45us/step - loss: 0.0029\n",
            "Epoch 147/500\n",
            "15232/60000 [======>.......................] - ETA: 2s - loss: 0.0035"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "60000/60000 [==============================] - 3s 45us/step - loss: 0.0033\n",
            "Epoch 148/500\n",
            "60000/60000 [==============================] - 3s 45us/step - loss: 0.0033\n",
            "Epoch 149/500\n",
            "60000/60000 [==============================] - 3s 45us/step - loss: 0.0034\n",
            "Epoch 150/500\n",
            "60000/60000 [==============================] - 3s 46us/step - loss: 0.0032\n",
            "Epoch 151/500\n",
            "60000/60000 [==============================] - 3s 45us/step - loss: 0.0032\n",
            "Epoch 152/500\n",
            "60000/60000 [==============================] - 3s 45us/step - loss: 0.0031\n",
            "Epoch 153/500\n",
            "15744/60000 [======>.......................] - ETA: 1s - loss: 0.0033"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "60000/60000 [==============================] - 3s 45us/step - loss: 0.0039\n",
            "Epoch 154/500\n",
            "60000/60000 [==============================] - 3s 45us/step - loss: 0.0036\n",
            "Epoch 155/500\n",
            "60000/60000 [==============================] - 3s 45us/step - loss: 0.0038\n",
            "Epoch 156/500\n",
            "60000/60000 [==============================] - 3s 45us/step - loss: 0.0033\n",
            "Epoch 157/500\n",
            "60000/60000 [==============================] - 3s 45us/step - loss: 0.0031\n",
            "Epoch 158/500\n",
            "60000/60000 [==============================] - 3s 45us/step - loss: 0.0030\n",
            "Epoch 159/500\n",
            "15232/60000 [======>.......................] - ETA: 2s - loss: 0.0031"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "60000/60000 [==============================] - 3s 46us/step - loss: 0.0029\n",
            "Epoch 160/500\n",
            "60000/60000 [==============================] - 3s 45us/step - loss: 0.0031\n",
            "Epoch 161/500\n",
            "60000/60000 [==============================] - 3s 45us/step - loss: 0.0029\n",
            "Epoch 162/500\n",
            "60000/60000 [==============================] - 3s 46us/step - loss: 0.0030\n",
            "Epoch 163/500\n",
            "60000/60000 [==============================] - 3s 45us/step - loss: 0.0035\n",
            "Epoch 164/500\n",
            "60000/60000 [==============================] - 3s 45us/step - loss: 0.0035\n",
            "Epoch 165/500\n",
            "15616/60000 [======>.......................] - ETA: 2s - loss: 0.0033"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "60000/60000 [==============================] - 3s 45us/step - loss: 0.0034\n",
            "Epoch 166/500\n",
            "60000/60000 [==============================] - 3s 45us/step - loss: 0.0037\n",
            "Epoch 167/500\n",
            "60000/60000 [==============================] - 3s 45us/step - loss: 0.0028\n",
            "Epoch 168/500\n",
            "60000/60000 [==============================] - 3s 45us/step - loss: 0.0026\n",
            "Epoch 169/500\n",
            "60000/60000 [==============================] - 3s 45us/step - loss: 0.0027\n",
            "Epoch 170/500\n",
            "60000/60000 [==============================] - 3s 46us/step - loss: 0.0027\n",
            "Epoch 171/500\n",
            "16256/60000 [=======>......................] - ETA: 2s - loss: 0.0028"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "60000/60000 [==============================] - 3s 46us/step - loss: 0.0026\n",
            "Epoch 172/500\n",
            "60000/60000 [==============================] - 3s 45us/step - loss: 0.0032\n",
            "Epoch 173/500\n",
            "60000/60000 [==============================] - 3s 45us/step - loss: 0.0032\n",
            "Epoch 174/500\n",
            "60000/60000 [==============================] - 3s 46us/step - loss: 0.0029\n",
            "Epoch 175/500\n",
            "60000/60000 [==============================] - 3s 45us/step - loss: 0.0029\n",
            "Epoch 176/500\n",
            "60000/60000 [==============================] - 3s 45us/step - loss: 0.0028\n",
            "Epoch 177/500\n",
            "15232/60000 [======>.......................] - ETA: 2s - loss: 0.0029"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "60000/60000 [==============================] - 3s 45us/step - loss: 0.0032\n",
            "Epoch 178/500\n",
            "60000/60000 [==============================] - 3s 45us/step - loss: 0.0028\n",
            "Epoch 179/500\n",
            "60000/60000 [==============================] - 3s 45us/step - loss: 0.0030\n",
            "Epoch 180/500\n",
            "60000/60000 [==============================] - 3s 45us/step - loss: 0.0034\n",
            "Epoch 181/500\n",
            "60000/60000 [==============================] - 3s 46us/step - loss: 0.0037\n",
            "Epoch 182/500\n",
            "60000/60000 [==============================] - 3s 45us/step - loss: 0.0034\n",
            "Epoch 183/500\n",
            "17024/60000 [=======>......................] - ETA: 1s - loss: 0.0036"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "60000/60000 [==============================] - 3s 45us/step - loss: 0.0035\n",
            "Epoch 184/500\n",
            "60000/60000 [==============================] - 3s 45us/step - loss: 0.0030\n",
            "Epoch 185/500\n",
            "60000/60000 [==============================] - 3s 45us/step - loss: 0.0033\n",
            "Epoch 186/500\n",
            "60000/60000 [==============================] - 3s 45us/step - loss: 0.0027\n",
            "Epoch 187/500\n",
            "60000/60000 [==============================] - 3s 45us/step - loss: 0.0033\n",
            "Epoch 188/500\n",
            "60000/60000 [==============================] - 3s 45us/step - loss: 0.0037\n",
            "Epoch 189/500\n",
            "15104/60000 [======>.......................] - ETA: 2s - loss: 0.0033"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "60000/60000 [==============================] - 3s 45us/step - loss: 0.0031\n",
            "Epoch 190/500\n",
            "60000/60000 [==============================] - 3s 45us/step - loss: 0.0030\n",
            "Epoch 191/500\n",
            "60000/60000 [==============================] - 3s 46us/step - loss: 0.0028\n",
            "Epoch 192/500\n",
            "60000/60000 [==============================] - 3s 46us/step - loss: 0.0034\n",
            "Epoch 193/500\n",
            "60000/60000 [==============================] - 3s 46us/step - loss: 0.0035\n",
            "Epoch 194/500\n",
            "60000/60000 [==============================] - 3s 45us/step - loss: 0.0034\n",
            "Epoch 195/500\n",
            "11648/60000 [====>.........................] - ETA: 2s - loss: 0.0027"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "60000/60000 [==============================] - 3s 45us/step - loss: 0.0028\n",
            "Epoch 196/500\n",
            "60000/60000 [==============================] - 3s 45us/step - loss: 0.0028\n",
            "Epoch 197/500\n",
            "60000/60000 [==============================] - 3s 46us/step - loss: 0.0029\n",
            "Epoch 198/500\n",
            "60000/60000 [==============================] - 3s 44us/step - loss: 0.0030\n",
            "Epoch 199/500\n",
            "60000/60000 [==============================] - 3s 45us/step - loss: 0.0029\n",
            "Epoch 200/500\n",
            "60000/60000 [==============================] - 3s 45us/step - loss: 0.0031\n",
            "Epoch 201/500\n",
            "15104/60000 [======>.......................] - ETA: 2s - loss: 0.0029"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "60000/60000 [==============================] - 3s 45us/step - loss: 0.0033\n",
            "Epoch 202/500\n",
            "60000/60000 [==============================] - 3s 45us/step - loss: 0.0029\n",
            "Epoch 203/500\n",
            "60000/60000 [==============================] - 3s 45us/step - loss: 0.0027\n",
            "Epoch 204/500\n",
            "60000/60000 [==============================] - 3s 44us/step - loss: 0.0029\n",
            "Epoch 205/500\n",
            "60000/60000 [==============================] - 3s 45us/step - loss: 0.0028\n",
            "Epoch 206/500\n",
            "60000/60000 [==============================] - 3s 46us/step - loss: 0.0033\n",
            "Epoch 207/500\n",
            "14080/60000 [======>.......................] - ETA: 2s - loss: 0.0034"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "60000/60000 [==============================] - 3s 46us/step - loss: 0.0032\n",
            "Epoch 208/500\n",
            "60000/60000 [==============================] - 3s 46us/step - loss: 0.0037\n",
            "Epoch 209/500\n",
            "60000/60000 [==============================] - 3s 46us/step - loss: 0.0030\n",
            "Epoch 210/500\n",
            "60000/60000 [==============================] - 3s 45us/step - loss: 0.0029\n",
            "Epoch 211/500\n",
            "60000/60000 [==============================] - 3s 45us/step - loss: 0.0036\n",
            "Epoch 212/500\n",
            "60000/60000 [==============================] - 3s 45us/step - loss: 0.0034\n",
            "Epoch 213/500\n",
            "14720/60000 [======>.......................] - ETA: 1s - loss: 0.0042"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "60000/60000 [==============================] - 3s 45us/step - loss: 0.0042\n",
            "Epoch 214/500\n",
            "60000/60000 [==============================] - 3s 45us/step - loss: 0.0044\n",
            "Epoch 215/500\n",
            "60000/60000 [==============================] - 3s 45us/step - loss: 0.0034\n",
            "Epoch 216/500\n",
            "60000/60000 [==============================] - 3s 45us/step - loss: 0.0031\n",
            "Epoch 217/500\n",
            "60000/60000 [==============================] - 3s 45us/step - loss: 0.0033\n",
            "Epoch 218/500\n",
            "60000/60000 [==============================] - 3s 45us/step - loss: 0.0034\n",
            "Epoch 219/500\n",
            "15488/60000 [======>.......................] - ETA: 1s - loss: 0.0030"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "60000/60000 [==============================] - 3s 45us/step - loss: 0.0033\n",
            "Epoch 220/500\n",
            "60000/60000 [==============================] - 3s 45us/step - loss: 0.0041\n",
            "Epoch 221/500\n",
            "60000/60000 [==============================] - 3s 45us/step - loss: 0.0037\n",
            "Epoch 222/500\n",
            "60000/60000 [==============================] - 3s 45us/step - loss: 0.0031\n",
            "Epoch 223/500\n",
            "60000/60000 [==============================] - 3s 45us/step - loss: 0.0029\n",
            "Epoch 224/500\n",
            "60000/60000 [==============================] - 3s 45us/step - loss: 0.0029\n",
            "Epoch 225/500\n",
            "15744/60000 [======>.......................] - ETA: 1s - loss: 0.0030"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "60000/60000 [==============================] - 3s 45us/step - loss: 0.0029\n",
            "Epoch 226/500\n",
            "60000/60000 [==============================] - 3s 45us/step - loss: 0.0035\n",
            "Epoch 227/500\n",
            "60000/60000 [==============================] - 3s 44us/step - loss: 0.0032\n",
            "Epoch 228/500\n",
            "60000/60000 [==============================] - 3s 45us/step - loss: 0.0026\n",
            "Epoch 229/500\n",
            "60000/60000 [==============================] - 3s 46us/step - loss: 0.0027\n",
            "Epoch 230/500\n",
            "60000/60000 [==============================] - 3s 45us/step - loss: 0.0028\n",
            "Epoch 231/500\n",
            "12928/60000 [=====>........................] - ETA: 2s - loss: 0.0033"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "60000/60000 [==============================] - 3s 46us/step - loss: 0.0032\n",
            "Epoch 232/500\n",
            "60000/60000 [==============================] - 3s 46us/step - loss: 0.0028\n",
            "Epoch 233/500\n",
            "60000/60000 [==============================] - 3s 46us/step - loss: 0.0034\n",
            "Epoch 234/500\n",
            "60000/60000 [==============================] - 3s 45us/step - loss: 0.0029\n",
            "Epoch 235/500\n",
            "60000/60000 [==============================] - 3s 46us/step - loss: 0.0032\n",
            "Epoch 236/500\n",
            "60000/60000 [==============================] - 3s 45us/step - loss: 0.0035\n",
            "Epoch 237/500\n",
            "12928/60000 [=====>........................] - ETA: 2s - loss: 0.0038"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "60000/60000 [==============================] - 3s 45us/step - loss: 0.0036\n",
            "Epoch 238/500\n",
            "60000/60000 [==============================] - 3s 46us/step - loss: 0.0028\n",
            "Epoch 239/500\n",
            "60000/60000 [==============================] - 3s 46us/step - loss: 0.0029\n",
            "Epoch 240/500\n",
            "60000/60000 [==============================] - 3s 45us/step - loss: 0.0032\n",
            "Epoch 241/500\n",
            "60000/60000 [==============================] - 3s 45us/step - loss: 0.0028\n",
            "Epoch 242/500\n",
            "60000/60000 [==============================] - 3s 45us/step - loss: 0.0031\n",
            "Epoch 243/500\n",
            "14208/60000 [======>.......................] - ETA: 2s - loss: 0.0038"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "60000/60000 [==============================] - 3s 45us/step - loss: 0.0030\n",
            "Epoch 244/500\n",
            "60000/60000 [==============================] - 3s 45us/step - loss: 0.0025\n",
            "Epoch 245/500\n",
            "60000/60000 [==============================] - 3s 45us/step - loss: 0.0034\n",
            "Epoch 246/500\n",
            "60000/60000 [==============================] - 3s 45us/step - loss: 0.0033\n",
            "Epoch 247/500\n",
            "60000/60000 [==============================] - 3s 45us/step - loss: 0.0032\n",
            "Epoch 248/500\n",
            "60000/60000 [==============================] - 3s 46us/step - loss: 0.0032\n",
            "Epoch 249/500\n",
            "14208/60000 [======>.......................] - ETA: 2s - loss: 0.0040"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "60000/60000 [==============================] - 3s 45us/step - loss: 0.0035\n",
            "Epoch 250/500\n",
            "60000/60000 [==============================] - 3s 45us/step - loss: 0.0034\n",
            "Epoch 251/500\n",
            "60000/60000 [==============================] - 3s 45us/step - loss: 0.0034\n",
            "Epoch 252/500\n",
            "60000/60000 [==============================] - 3s 45us/step - loss: 0.0030\n",
            "Epoch 253/500\n",
            "60000/60000 [==============================] - 3s 44us/step - loss: 0.0033\n",
            "Epoch 254/500\n",
            "60000/60000 [==============================] - 3s 45us/step - loss: 0.0030\n",
            "Epoch 255/500\n",
            "14720/60000 [======>.......................] - ETA: 2s - loss: 0.0026"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "60000/60000 [==============================] - 3s 45us/step - loss: 0.0027\n",
            "Epoch 256/500\n",
            "60000/60000 [==============================] - 3s 45us/step - loss: 0.0029\n",
            "Epoch 257/500\n",
            "60000/60000 [==============================] - 3s 45us/step - loss: 0.0024\n",
            "Epoch 258/500\n",
            "60000/60000 [==============================] - 3s 45us/step - loss: 0.0031\n",
            "Epoch 259/500\n",
            "60000/60000 [==============================] - 3s 46us/step - loss: 0.0028\n",
            "Epoch 260/500\n",
            "60000/60000 [==============================] - 3s 46us/step - loss: 0.0026\n",
            "Epoch 261/500\n",
            "13952/60000 [=====>........................] - ETA: 2s - loss: 0.0030"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "60000/60000 [==============================] - 3s 45us/step - loss: 0.0030\n",
            "Epoch 262/500\n",
            "60000/60000 [==============================] - 3s 45us/step - loss: 0.0030\n",
            "Epoch 263/500\n",
            "60000/60000 [==============================] - 3s 45us/step - loss: 0.0026\n",
            "Epoch 264/500\n",
            "60000/60000 [==============================] - 3s 45us/step - loss: 0.0027\n",
            "Epoch 265/500\n",
            "60000/60000 [==============================] - 3s 46us/step - loss: 0.0029\n",
            "Epoch 266/500\n",
            "60000/60000 [==============================] - 3s 45us/step - loss: 0.0028\n",
            "Epoch 267/500\n",
            "14080/60000 [======>.......................] - ETA: 2s - loss: 0.0031"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "60000/60000 [==============================] - 3s 46us/step - loss: 0.0034\n",
            "Epoch 268/500\n",
            "60000/60000 [==============================] - 3s 45us/step - loss: 0.0026\n",
            "Epoch 269/500\n",
            "60000/60000 [==============================] - 3s 45us/step - loss: 0.0028\n",
            "Epoch 270/500\n",
            "60000/60000 [==============================] - 3s 45us/step - loss: 0.0025\n",
            "Epoch 271/500\n",
            "60000/60000 [==============================] - 3s 45us/step - loss: 0.0030\n",
            "Epoch 272/500\n",
            "60000/60000 [==============================] - 3s 45us/step - loss: 0.0028\n",
            "Epoch 273/500\n",
            "18048/60000 [========>.....................] - ETA: 1s - loss: 0.0032"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "60000/60000 [==============================] - 3s 45us/step - loss: 0.0030\n",
            "Epoch 274/500\n",
            "60000/60000 [==============================] - 3s 45us/step - loss: 0.0028\n",
            "Epoch 275/500\n",
            "60000/60000 [==============================] - 3s 46us/step - loss: 0.0028\n",
            "Epoch 276/500\n",
            "60000/60000 [==============================] - 3s 46us/step - loss: 0.0029\n",
            "Epoch 277/500\n",
            "60000/60000 [==============================] - 3s 46us/step - loss: 0.0027\n",
            "Epoch 278/500\n",
            "60000/60000 [==============================] - 3s 46us/step - loss: 0.0028\n",
            "Epoch 279/500\n",
            "12928/60000 [=====>........................] - ETA: 2s - loss: 0.0029"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "60000/60000 [==============================] - 3s 45us/step - loss: 0.0028\n",
            "Epoch 280/500\n",
            "60000/60000 [==============================] - 3s 46us/step - loss: 0.0028\n",
            "Epoch 281/500\n",
            "60000/60000 [==============================] - 3s 46us/step - loss: 0.0025\n",
            "Epoch 282/500\n",
            "60000/60000 [==============================] - 3s 45us/step - loss: 0.0027\n",
            "Epoch 283/500\n",
            "60000/60000 [==============================] - 3s 45us/step - loss: 0.0026\n",
            "Epoch 284/500\n",
            "60000/60000 [==============================] - 3s 45us/step - loss: 0.0027\n",
            "Epoch 285/500\n",
            "11648/60000 [====>.........................] - ETA: 2s - loss: 0.0024"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "60000/60000 [==============================] - 3s 45us/step - loss: 0.0026\n",
            "Epoch 286/500\n",
            "60000/60000 [==============================] - 3s 45us/step - loss: 0.0029\n",
            "Epoch 287/500\n",
            "60000/60000 [==============================] - 3s 46us/step - loss: 0.0031\n",
            "Epoch 288/500\n",
            "60000/60000 [==============================] - 3s 46us/step - loss: 0.0033\n",
            "Epoch 289/500\n",
            "60000/60000 [==============================] - 3s 45us/step - loss: 0.0034\n",
            "Epoch 290/500\n",
            "60000/60000 [==============================] - 3s 45us/step - loss: 0.0036\n",
            "Epoch 291/500\n",
            "11648/60000 [====>.........................] - ETA: 2s - loss: 0.0029"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "60000/60000 [==============================] - 3s 46us/step - loss: 0.0031\n",
            "Epoch 292/500\n",
            "60000/60000 [==============================] - 3s 45us/step - loss: 0.0031\n",
            "Epoch 293/500\n",
            "60000/60000 [==============================] - 3s 45us/step - loss: 0.0029\n",
            "Epoch 294/500\n",
            "60000/60000 [==============================] - 3s 46us/step - loss: 0.0036\n",
            "Epoch 295/500\n",
            "60000/60000 [==============================] - 3s 46us/step - loss: 0.0029\n",
            "Epoch 296/500\n",
            "60000/60000 [==============================] - 3s 45us/step - loss: 0.0027\n",
            "Epoch 297/500\n",
            "13184/60000 [=====>........................] - ETA: 2s - loss: 0.0023"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "60000/60000 [==============================] - 3s 45us/step - loss: 0.0023\n",
            "Epoch 298/500\n",
            "60000/60000 [==============================] - 3s 45us/step - loss: 0.0029\n",
            "Epoch 299/500\n",
            "60000/60000 [==============================] - 3s 46us/step - loss: 0.0037\n",
            "Epoch 300/500\n",
            "60000/60000 [==============================] - 3s 45us/step - loss: 0.0033\n",
            "Epoch 301/500\n",
            "60000/60000 [==============================] - 3s 45us/step - loss: 0.0035\n",
            "Epoch 302/500\n",
            "60000/60000 [==============================] - 3s 46us/step - loss: 0.0029\n",
            "Epoch 303/500\n",
            "11520/60000 [====>.........................] - ETA: 2s - loss: 0.0029"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "60000/60000 [==============================] - 3s 46us/step - loss: 0.0029\n",
            "Epoch 304/500\n",
            "60000/60000 [==============================] - 3s 45us/step - loss: 0.0032\n",
            "Epoch 305/500\n",
            "60000/60000 [==============================] - 3s 45us/step - loss: 0.0034\n",
            "Epoch 306/500\n",
            "60000/60000 [==============================] - 3s 46us/step - loss: 0.0035\n",
            "Epoch 307/500\n",
            "60000/60000 [==============================] - 3s 46us/step - loss: 0.0036\n",
            "Epoch 308/500\n",
            "60000/60000 [==============================] - 3s 45us/step - loss: 0.0027\n",
            "Epoch 309/500\n",
            "12672/60000 [=====>........................] - ETA: 2s - loss: 0.0031"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "60000/60000 [==============================] - 3s 45us/step - loss: 0.0034\n",
            "Epoch 310/500\n",
            "60000/60000 [==============================] - 3s 46us/step - loss: 0.0032\n",
            "Epoch 311/500\n",
            "60000/60000 [==============================] - 3s 46us/step - loss: 0.0026\n",
            "Epoch 312/500\n",
            "60000/60000 [==============================] - 3s 46us/step - loss: 0.0032\n",
            "Epoch 313/500\n",
            "60000/60000 [==============================] - 3s 46us/step - loss: 0.0031\n",
            "Epoch 314/500\n",
            "60000/60000 [==============================] - 3s 46us/step - loss: 0.0031\n",
            "Epoch 315/500\n",
            "12160/60000 [=====>........................] - ETA: 2s - loss: 0.0030"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "60000/60000 [==============================] - 3s 45us/step - loss: 0.0033\n",
            "Epoch 316/500\n",
            "60000/60000 [==============================] - 3s 45us/step - loss: 0.0033\n",
            "Epoch 317/500\n",
            "60000/60000 [==============================] - 3s 45us/step - loss: 0.0032\n",
            "Epoch 318/500\n",
            "60000/60000 [==============================] - 3s 45us/step - loss: 0.0033\n",
            "Epoch 319/500\n",
            "60000/60000 [==============================] - 3s 45us/step - loss: 0.0038\n",
            "Epoch 320/500\n",
            "60000/60000 [==============================] - 3s 46us/step - loss: 0.0033\n",
            "Epoch 321/500\n",
            "13824/60000 [=====>........................] - ETA: 2s - loss: 0.0034"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "60000/60000 [==============================] - 3s 46us/step - loss: 0.0030\n",
            "Epoch 322/500\n",
            "60000/60000 [==============================] - 3s 46us/step - loss: 0.0027\n",
            "Epoch 323/500\n",
            "60000/60000 [==============================] - 3s 45us/step - loss: 0.0027\n",
            "Epoch 324/500\n",
            "60000/60000 [==============================] - 3s 45us/step - loss: 0.0025\n",
            "Epoch 325/500\n",
            "60000/60000 [==============================] - 3s 45us/step - loss: 0.0027\n",
            "Epoch 326/500\n",
            "60000/60000 [==============================] - 3s 45us/step - loss: 0.0031\n",
            "Epoch 327/500\n",
            "16640/60000 [=======>......................] - ETA: 1s - loss: 0.0029"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "60000/60000 [==============================] - 3s 45us/step - loss: 0.0027\n",
            "Epoch 328/500\n",
            "60000/60000 [==============================] - 3s 45us/step - loss: 0.0028\n",
            "Epoch 329/500\n",
            "60000/60000 [==============================] - 3s 46us/step - loss: 0.0035\n",
            "Epoch 330/500\n",
            "60000/60000 [==============================] - 3s 46us/step - loss: 0.0030\n",
            "Epoch 331/500\n",
            "60000/60000 [==============================] - 3s 45us/step - loss: 0.0027\n",
            "Epoch 332/500\n",
            "60000/60000 [==============================] - 3s 46us/step - loss: 0.0027\n",
            "Epoch 333/500\n",
            "11776/60000 [====>.........................] - ETA: 2s - loss: 0.0022"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "60000/60000 [==============================] - 3s 45us/step - loss: 0.0025\n",
            "Epoch 334/500\n",
            "60000/60000 [==============================] - 3s 45us/step - loss: 0.0026\n",
            "Epoch 335/500\n",
            "60000/60000 [==============================] - 3s 45us/step - loss: 0.0029\n",
            "Epoch 336/500\n",
            "60000/60000 [==============================] - 3s 45us/step - loss: 0.0028\n",
            "Epoch 337/500\n",
            "60000/60000 [==============================] - 3s 45us/step - loss: 0.0028\n",
            "Epoch 338/500\n",
            "60000/60000 [==============================] - 3s 46us/step - loss: 0.0028\n",
            "Epoch 339/500\n",
            "11904/60000 [====>.........................] - ETA: 2s - loss: 0.0026"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "60000/60000 [==============================] - 3s 45us/step - loss: 0.0029\n",
            "Epoch 340/500\n",
            "60000/60000 [==============================] - 3s 44us/step - loss: 0.0026\n",
            "Epoch 341/500\n",
            "60000/60000 [==============================] - 3s 45us/step - loss: 0.0025\n",
            "Epoch 342/500\n",
            "60000/60000 [==============================] - 3s 45us/step - loss: 0.0023\n",
            "Epoch 343/500\n",
            "60000/60000 [==============================] - 3s 46us/step - loss: 0.0024\n",
            "Epoch 344/500\n",
            "60000/60000 [==============================] - 3s 45us/step - loss: 0.0025\n",
            "Epoch 345/500\n",
            "15360/60000 [======>.......................] - ETA: 2s - loss: 0.0037"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "60000/60000 [==============================] - 3s 45us/step - loss: 0.0031\n",
            "Epoch 346/500\n",
            "60000/60000 [==============================] - 3s 46us/step - loss: 0.0034\n",
            "Epoch 347/500\n",
            "60000/60000 [==============================] - 3s 45us/step - loss: 0.0030\n",
            "Epoch 348/500\n",
            "60000/60000 [==============================] - 3s 45us/step - loss: 0.0031\n",
            "Epoch 349/500\n",
            "60000/60000 [==============================] - 3s 45us/step - loss: 0.0029\n",
            "Epoch 350/500\n",
            "60000/60000 [==============================] - 3s 46us/step - loss: 0.0027\n",
            "Epoch 351/500\n",
            "13952/60000 [=====>........................] - ETA: 2s - loss: 0.0026"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "60000/60000 [==============================] - 3s 45us/step - loss: 0.0026\n",
            "Epoch 352/500\n",
            "60000/60000 [==============================] - 3s 45us/step - loss: 0.0029\n",
            "Epoch 353/500\n",
            "60000/60000 [==============================] - 3s 46us/step - loss: 0.0028\n",
            "Epoch 354/500\n",
            "60000/60000 [==============================] - 3s 46us/step - loss: 0.0026\n",
            "Epoch 355/500\n",
            "60000/60000 [==============================] - 3s 45us/step - loss: 0.0034\n",
            "Epoch 356/500\n",
            "60000/60000 [==============================] - 3s 46us/step - loss: 0.0027\n",
            "Epoch 357/500\n",
            "11904/60000 [====>.........................] - ETA: 2s - loss: 0.0022"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "60000/60000 [==============================] - 3s 46us/step - loss: 0.0026\n",
            "Epoch 358/500\n",
            "60000/60000 [==============================] - 3s 45us/step - loss: 0.0023\n",
            "Epoch 359/500\n",
            "60000/60000 [==============================] - 3s 45us/step - loss: 0.0023\n",
            "Epoch 360/500\n",
            "60000/60000 [==============================] - 3s 46us/step - loss: 0.0027\n",
            "Epoch 361/500\n",
            "60000/60000 [==============================] - 3s 46us/step - loss: 0.0025\n",
            "Epoch 362/500\n",
            "60000/60000 [==============================] - 3s 45us/step - loss: 0.0025\n",
            "Epoch 363/500\n",
            "13056/60000 [=====>........................] - ETA: 2s - loss: 0.0025"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "60000/60000 [==============================] - 3s 45us/step - loss: 0.0024\n",
            "Epoch 364/500\n",
            "60000/60000 [==============================] - 3s 44us/step - loss: 0.0023\n",
            "Epoch 365/500\n",
            "60000/60000 [==============================] - 3s 45us/step - loss: 0.0024\n",
            "Epoch 366/500\n",
            "60000/60000 [==============================] - 3s 45us/step - loss: 0.0026\n",
            "Epoch 367/500\n",
            "60000/60000 [==============================] - 3s 45us/step - loss: 0.0030\n",
            "Epoch 368/500\n",
            "60000/60000 [==============================] - 3s 45us/step - loss: 0.0027\n",
            "Epoch 369/500\n",
            "13824/60000 [=====>........................] - ETA: 2s - loss: 0.0025"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "60000/60000 [==============================] - 3s 46us/step - loss: 0.0028\n",
            "Epoch 370/500\n",
            "60000/60000 [==============================] - 3s 45us/step - loss: 0.0027\n",
            "Epoch 371/500\n",
            "60000/60000 [==============================] - 3s 45us/step - loss: 0.0026\n",
            "Epoch 372/500\n",
            "60000/60000 [==============================] - 3s 44us/step - loss: 0.0025\n",
            "Epoch 373/500\n",
            "60000/60000 [==============================] - 3s 45us/step - loss: 0.0023\n",
            "Epoch 374/500\n",
            "60000/60000 [==============================] - 3s 46us/step - loss: 0.0023\n",
            "Epoch 375/500\n",
            "13952/60000 [=====>........................] - ETA: 2s - loss: 0.0024"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "60000/60000 [==============================] - 3s 46us/step - loss: 0.0024\n",
            "Epoch 376/500\n",
            "60000/60000 [==============================] - 3s 46us/step - loss: 0.0028\n",
            "Epoch 377/500\n",
            "60000/60000 [==============================] - 3s 46us/step - loss: 0.0031\n",
            "Epoch 378/500\n",
            "60000/60000 [==============================] - 3s 45us/step - loss: 0.0027\n",
            "Epoch 379/500\n",
            "60000/60000 [==============================] - 3s 45us/step - loss: 0.0030\n",
            "Epoch 380/500\n",
            "60000/60000 [==============================] - 3s 46us/step - loss: 0.0029\n",
            "Epoch 381/500\n",
            "11648/60000 [====>.........................] - ETA: 2s - loss: 0.0033"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "60000/60000 [==============================] - 3s 46us/step - loss: 0.0030\n",
            "Epoch 382/500\n",
            "60000/60000 [==============================] - 3s 46us/step - loss: 0.0030\n",
            "Epoch 383/500\n",
            "60000/60000 [==============================] - 3s 46us/step - loss: 0.0029\n",
            "Epoch 384/500\n",
            "60000/60000 [==============================] - 3s 46us/step - loss: 0.0028\n",
            "Epoch 385/500\n",
            "60000/60000 [==============================] - 3s 45us/step - loss: 0.0029\n",
            "Epoch 386/500\n",
            "60000/60000 [==============================] - 3s 46us/step - loss: 0.0031\n",
            "Epoch 387/500\n",
            "15360/60000 [======>.......................] - ETA: 2s - loss: 0.0035"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "60000/60000 [==============================] - 3s 45us/step - loss: 0.0033\n",
            "Epoch 388/500\n",
            "60000/60000 [==============================] - 3s 45us/step - loss: 0.0028\n",
            "Epoch 389/500\n",
            "60000/60000 [==============================] - 3s 45us/step - loss: 0.0027\n",
            "Epoch 390/500\n",
            "60000/60000 [==============================] - 3s 45us/step - loss: 0.0031\n",
            "Epoch 391/500\n",
            "60000/60000 [==============================] - 3s 46us/step - loss: 0.0030\n",
            "Epoch 392/500\n",
            "60000/60000 [==============================] - 3s 45us/step - loss: 0.0029\n",
            "Epoch 393/500\n",
            "14976/60000 [======>.......................] - ETA: 2s - loss: 0.0031"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "60000/60000 [==============================] - 3s 46us/step - loss: 0.0029\n",
            "Epoch 394/500\n",
            "60000/60000 [==============================] - 3s 45us/step - loss: 0.0024\n",
            "Epoch 395/500\n",
            "60000/60000 [==============================] - 3s 45us/step - loss: 0.0027\n",
            "Epoch 396/500\n",
            "60000/60000 [==============================] - 3s 45us/step - loss: 0.0027\n",
            "Epoch 397/500\n",
            "60000/60000 [==============================] - 3s 45us/step - loss: 0.0027\n",
            "Epoch 398/500\n",
            "60000/60000 [==============================] - 3s 46us/step - loss: 0.0026\n",
            "Epoch 399/500\n",
            "11392/60000 [====>.........................] - ETA: 2s - loss: 0.0029"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "60000/60000 [==============================] - 3s 45us/step - loss: 0.0028\n",
            "Epoch 400/500\n",
            "60000/60000 [==============================] - 3s 45us/step - loss: 0.0032\n",
            "Epoch 401/500\n",
            "60000/60000 [==============================] - 3s 45us/step - loss: 0.0029\n",
            "Epoch 402/500\n",
            "60000/60000 [==============================] - 3s 45us/step - loss: 0.0025\n",
            "Epoch 403/500\n",
            "60000/60000 [==============================] - 3s 46us/step - loss: 0.0024\n",
            "Epoch 404/500\n",
            "60000/60000 [==============================] - 3s 46us/step - loss: 0.0025\n",
            "Epoch 405/500\n",
            "12800/60000 [=====>........................] - ETA: 2s - loss: 0.0026"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "60000/60000 [==============================] - 3s 46us/step - loss: 0.0024\n",
            "Epoch 406/500\n",
            "60000/60000 [==============================] - 3s 46us/step - loss: 0.0026\n",
            "Epoch 407/500\n",
            "60000/60000 [==============================] - 3s 46us/step - loss: 0.0033\n",
            "Epoch 408/500\n",
            "60000/60000 [==============================] - 3s 46us/step - loss: 0.0024\n",
            "Epoch 409/500\n",
            "60000/60000 [==============================] - 3s 46us/step - loss: 0.0027\n",
            "Epoch 410/500\n",
            "60000/60000 [==============================] - 3s 45us/step - loss: 0.0028\n",
            "Epoch 411/500\n",
            "11776/60000 [====>.........................] - ETA: 2s - loss: 0.0037"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "60000/60000 [==============================] - 3s 45us/step - loss: 0.0031\n",
            "Epoch 412/500\n",
            "60000/60000 [==============================] - 3s 44us/step - loss: 0.0028\n",
            "Epoch 413/500\n",
            "60000/60000 [==============================] - 3s 45us/step - loss: 0.0026\n",
            "Epoch 414/500\n",
            "60000/60000 [==============================] - 3s 45us/step - loss: 0.0031\n",
            "Epoch 415/500\n",
            "60000/60000 [==============================] - 3s 45us/step - loss: 0.0028\n",
            "Epoch 416/500\n",
            "60000/60000 [==============================] - 3s 46us/step - loss: 0.0025\n",
            "Epoch 417/500\n",
            "15232/60000 [======>.......................] - ETA: 2s - loss: 0.0031"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "60000/60000 [==============================] - 3s 45us/step - loss: 0.0032\n",
            "Epoch 418/500\n",
            "60000/60000 [==============================] - 3s 46us/step - loss: 0.0029\n",
            "Epoch 419/500\n",
            "60000/60000 [==============================] - 3s 46us/step - loss: 0.0033\n",
            "Epoch 420/500\n",
            "60000/60000 [==============================] - 3s 45us/step - loss: 0.0028\n",
            "Epoch 421/500\n",
            "60000/60000 [==============================] - 3s 45us/step - loss: 0.0027\n",
            "Epoch 422/500\n",
            "60000/60000 [==============================] - 3s 45us/step - loss: 0.0026\n",
            "Epoch 423/500\n",
            "14720/60000 [======>.......................] - ETA: 2s - loss: 0.0027"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "60000/60000 [==============================] - 3s 46us/step - loss: 0.0026\n",
            "Epoch 424/500\n",
            "60000/60000 [==============================] - 3s 45us/step - loss: 0.0030\n",
            "Epoch 425/500\n",
            "60000/60000 [==============================] - 3s 45us/step - loss: 0.0023\n",
            "Epoch 426/500\n",
            "60000/60000 [==============================] - 3s 45us/step - loss: 0.0027\n",
            "Epoch 427/500\n",
            "60000/60000 [==============================] - 3s 46us/step - loss: 0.0028\n",
            "Epoch 428/500\n",
            "60000/60000 [==============================] - 3s 45us/step - loss: 0.0028\n",
            "Epoch 429/500\n",
            "13056/60000 [=====>........................] - ETA: 2s - loss: 0.0029"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "60000/60000 [==============================] - 3s 45us/step - loss: 0.0027\n",
            "Epoch 430/500\n",
            "60000/60000 [==============================] - 3s 46us/step - loss: 0.0032\n",
            "Epoch 431/500\n",
            "60000/60000 [==============================] - 3s 46us/step - loss: 0.0030\n",
            "Epoch 432/500\n",
            "60000/60000 [==============================] - 3s 45us/step - loss: 0.0031\n",
            "Epoch 433/500\n",
            "60000/60000 [==============================] - 3s 46us/step - loss: 0.0030\n",
            "Epoch 434/500\n",
            "60000/60000 [==============================] - 3s 45us/step - loss: 0.0028\n",
            "Epoch 435/500\n",
            "12800/60000 [=====>........................] - ETA: 2s - loss: 0.0026"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "60000/60000 [==============================] - 3s 45us/step - loss: 0.0025\n",
            "Epoch 436/500\n",
            "60000/60000 [==============================] - 3s 45us/step - loss: 0.0025\n",
            "Epoch 437/500\n",
            "60000/60000 [==============================] - 3s 45us/step - loss: 0.0024\n",
            "Epoch 438/500\n",
            "60000/60000 [==============================] - 3s 46us/step - loss: 0.0023\n",
            "Epoch 439/500\n",
            "60000/60000 [==============================] - 3s 46us/step - loss: 0.0023\n",
            "Epoch 440/500\n",
            "60000/60000 [==============================] - 3s 45us/step - loss: 0.0028\n",
            "Epoch 441/500\n",
            "13696/60000 [=====>........................] - ETA: 2s - loss: 0.0024"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "60000/60000 [==============================] - 3s 46us/step - loss: 0.0026\n",
            "Epoch 442/500\n",
            "60000/60000 [==============================] - 3s 46us/step - loss: 0.0029\n",
            "Epoch 443/500\n",
            "60000/60000 [==============================] - 3s 46us/step - loss: 0.0033\n",
            "Epoch 444/500\n",
            "60000/60000 [==============================] - 3s 46us/step - loss: 0.0030\n",
            "Epoch 445/500\n",
            "60000/60000 [==============================] - 3s 47us/step - loss: 0.0029\n",
            "Epoch 446/500\n",
            "60000/60000 [==============================] - 3s 46us/step - loss: 0.0032\n",
            "Epoch 447/500\n",
            " 8960/60000 [===>..........................] - ETA: 2s - loss: 0.0034"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "60000/60000 [==============================] - 3s 46us/step - loss: 0.0036\n",
            "Epoch 448/500\n",
            "60000/60000 [==============================] - 3s 46us/step - loss: 0.0033\n",
            "Epoch 449/500\n",
            "60000/60000 [==============================] - 3s 46us/step - loss: 0.0034\n",
            "Epoch 450/500\n",
            "60000/60000 [==============================] - 3s 45us/step - loss: 0.0029\n",
            "Epoch 451/500\n",
            "60000/60000 [==============================] - 3s 45us/step - loss: 0.0026\n",
            "Epoch 452/500\n",
            "60000/60000 [==============================] - 3s 46us/step - loss: 0.0030\n",
            "Epoch 453/500\n",
            "14080/60000 [======>.......................] - ETA: 2s - loss: 0.0034"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "60000/60000 [==============================] - 3s 46us/step - loss: 0.0034\n",
            "Epoch 454/500\n",
            "60000/60000 [==============================] - 3s 46us/step - loss: 0.0036\n",
            "Epoch 455/500\n",
            "60000/60000 [==============================] - 3s 45us/step - loss: 0.0030\n",
            "Epoch 456/500\n",
            "60000/60000 [==============================] - 3s 46us/step - loss: 0.0027\n",
            "Epoch 457/500\n",
            "60000/60000 [==============================] - 3s 46us/step - loss: 0.0024\n",
            "Epoch 458/500\n",
            "60000/60000 [==============================] - 3s 45us/step - loss: 0.0030\n",
            "Epoch 459/500\n",
            "12032/60000 [=====>........................] - ETA: 2s - loss: 0.0030"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "60000/60000 [==============================] - 3s 45us/step - loss: 0.0030\n",
            "Epoch 460/500\n",
            "60000/60000 [==============================] - 3s 46us/step - loss: 0.0025\n",
            "Epoch 461/500\n",
            "60000/60000 [==============================] - 3s 45us/step - loss: 0.0028\n",
            "Epoch 462/500\n",
            "60000/60000 [==============================] - 3s 45us/step - loss: 0.0025\n",
            "Epoch 463/500\n",
            "60000/60000 [==============================] - 3s 46us/step - loss: 0.0022\n",
            "Epoch 464/500\n",
            "60000/60000 [==============================] - 3s 45us/step - loss: 0.0023\n",
            "Epoch 465/500\n",
            "12160/60000 [=====>........................] - ETA: 2s - loss: 0.0025"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "60000/60000 [==============================] - 3s 45us/step - loss: 0.0023\n",
            "Epoch 466/500\n",
            "60000/60000 [==============================] - 3s 46us/step - loss: 0.0024\n",
            "Epoch 467/500\n",
            "60000/60000 [==============================] - 3s 46us/step - loss: 0.0026\n",
            "Epoch 468/500\n",
            "60000/60000 [==============================] - 3s 46us/step - loss: 0.0027\n",
            "Epoch 469/500\n",
            "60000/60000 [==============================] - 3s 45us/step - loss: 0.0027\n",
            "Epoch 470/500\n",
            "60000/60000 [==============================] - 3s 45us/step - loss: 0.0031\n",
            "Epoch 471/500\n",
            " 9344/60000 [===>..........................] - ETA: 2s - loss: 0.0036"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "60000/60000 [==============================] - 3s 46us/step - loss: 0.0034\n",
            "Epoch 472/500\n",
            "60000/60000 [==============================] - 3s 45us/step - loss: 0.0031\n",
            "Epoch 473/500\n",
            "60000/60000 [==============================] - 3s 46us/step - loss: 0.0030\n",
            "Epoch 474/500\n",
            "60000/60000 [==============================] - 3s 45us/step - loss: 0.0036\n",
            "Epoch 475/500\n",
            "60000/60000 [==============================] - 3s 45us/step - loss: 0.0034\n",
            "Epoch 476/500\n",
            "60000/60000 [==============================] - 3s 46us/step - loss: 0.0029\n",
            "Epoch 477/500\n",
            "10624/60000 [====>.........................] - ETA: 2s - loss: 0.0025"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "60000/60000 [==============================] - 3s 46us/step - loss: 0.0028\n",
            "Epoch 478/500\n",
            "60000/60000 [==============================] - 3s 45us/step - loss: 0.0030\n",
            "Epoch 479/500\n",
            "60000/60000 [==============================] - 3s 45us/step - loss: 0.0035\n",
            "Epoch 480/500\n",
            "60000/60000 [==============================] - 3s 46us/step - loss: 0.0031\n",
            "Epoch 481/500\n",
            "60000/60000 [==============================] - 3s 46us/step - loss: 0.0026\n",
            "Epoch 482/500\n",
            "60000/60000 [==============================] - 3s 45us/step - loss: 0.0025\n",
            "Epoch 483/500\n",
            "15488/60000 [======>.......................] - ETA: 2s - loss: 0.0024"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "60000/60000 [==============================] - 3s 45us/step - loss: 0.0025\n",
            "Epoch 484/500\n",
            "60000/60000 [==============================] - 3s 46us/step - loss: 0.0033\n",
            "Epoch 485/500\n",
            "60000/60000 [==============================] - 3s 46us/step - loss: 0.0037\n",
            "Epoch 486/500\n",
            "60000/60000 [==============================] - 3s 46us/step - loss: 0.0033\n",
            "Epoch 487/500\n",
            "60000/60000 [==============================] - 3s 45us/step - loss: 0.0031\n",
            "Epoch 488/500\n",
            "60000/60000 [==============================] - 3s 46us/step - loss: 0.0026\n",
            "Epoch 489/500\n",
            "13952/60000 [=====>........................] - ETA: 2s - loss: 0.0029"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "60000/60000 [==============================] - 3s 46us/step - loss: 0.0029\n",
            "Epoch 490/500\n",
            "60000/60000 [==============================] - 3s 46us/step - loss: 0.0029\n",
            "Epoch 491/500\n",
            "60000/60000 [==============================] - 3s 46us/step - loss: 0.0028\n",
            "Epoch 492/500\n",
            "60000/60000 [==============================] - 3s 45us/step - loss: 0.0028\n",
            "Epoch 493/500\n",
            "60000/60000 [==============================] - 3s 46us/step - loss: 0.0027\n",
            "Epoch 494/500\n",
            "60000/60000 [==============================] - 3s 45us/step - loss: 0.0027\n",
            "Epoch 495/500\n",
            "14464/60000 [======>.......................] - ETA: 2s - loss: 0.0033"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "60000/60000 [==============================] - 3s 46us/step - loss: 0.0032\n",
            "Epoch 496/500\n",
            "60000/60000 [==============================] - 3s 45us/step - loss: 0.0030\n",
            "Epoch 497/500\n",
            "60000/60000 [==============================] - 3s 46us/step - loss: 0.0030\n",
            "Epoch 498/500\n",
            "60000/60000 [==============================] - 3s 46us/step - loss: 0.0026\n",
            "Epoch 499/500\n",
            "60000/60000 [==============================] - 3s 45us/step - loss: 0.0025\n",
            "Epoch 500/500\n",
            "60000/60000 [==============================] - 3s 46us/step - loss: 0.0026\n",
            " 7680/10000 [======================>.......] - ETA: 0s"
          ],
          "name": "stdout"
        },
        {
          "output_type": "stream",
          "text": [
            "10000/10000 [==============================] - 1s 68us/step\n",
            " Acc: 99.52%\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "metadata": {
        "id": "9xhQ7cwCYQWh",
        "colab_type": "code",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 376
        },
        "outputId": "ec7b6ce9-a759-4adf-c06c-c90cd8c5480c"
      },
      "cell_type": "code",
      "source": [
        "import matplotlib.pyplot as plt\n",
        "\n",
        "plt.plot(history_f_nn.history['loss'],label='Adam',color=(0,0,1))\n",
        "plt.plot(history_t_nn.history['loss'],label='AMSGRAD',color=(1,0,0))\n",
        "\n",
        "plt.title('Model Loss for Network on MNIST')\n",
        "plt.ylabel('Loss')\n",
        "plt.xlabel('Epochs')\n",
        "plt.legend()\n",
        "plt.show()"
      ],
      "execution_count": 4,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": "iVBORw0KGgoAAAANSUhEUgAAAfsAAAFnCAYAAAChL+DqAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nQFDOEcJeIBAIBIJyzv8DeCRTElLnLboAAAAASUVORK5CYII=\n",
            "text/plain": [
              "<matplotlib.figure.Figure at 0x7fb3649d57f0>"
            ]
          },
          "metadata": {
            "tags": []
          }
        }
      ]
    }
  ]
}