fcc_cat_dog.ipynb

{
  "nbformat": 4,
  "nbformat_minor": 0,
  "metadata": {
    "colab": {
      "name": "fcc_cat_dog.ipynb",
      "provenance": [],
      "collapsed_sections": [],
      "include_colab_link": true
    },
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
    }
  },
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "view-in-github",
        "colab_type": "text"
      },
      "source": [
        "<a href=\"https://colab.research.google.com/github/a-mt/fcc-cat-dog/blob/main/fcc_cat_dog.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "XeCllzC77-P5"
      },
      "source": [
        "For this challenge, you will complete the code below to classify images of dogs and cats. You will use Tensorflow 2.0 and Keras to create a convolutional neural network that correctly classifies images of cats and dogs at least 63% of the time. (Extra credit if you get it to 70% accuracy!)\n",
        "\n",
        "Some of the code is given to you but some code you must fill in to complete this challenge. Read the instruction in each text cell so you will know what you have to do in each code cell.\n",
        "\n",
        "The first code cell imports the required libraries. The second code cell downloads the data and sets key variables. The third cell is the first place you will write your own code.\n",
        "\n",
        "The structure of the dataset files that are downloaded looks like this (You will notice that the test directory has no subdirectories and the images are not labeled):\n",
        "```\n",
        "cats_and_dogs\n",
        "|__ train:\n",
        "    |______ cats: [cat.0.jpg, cat.1.jpg ...]\n",
        "    |______ dogs: [dog.0.jpg, dog.1.jpg ...]\n",
        "|__ validation:\n",
        "    |______ cats: [cat.2000.jpg, cat.2001.jpg ...]\n",
        "    |______ dogs: [dog.2000.jpg, dog.2001.jpg ...]\n",
        "|__ test: [1.jpg, 2.jpg ...]\n",
        "```\n",
        "\n",
        "You can tweak epochs and batch size if you like, but it is not required.\n",
        "\n",
        "## Load libraries"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "la_Oz6oLlub6"
      },
      "source": [
        "try:\n",
        "  # This command only in Colab.\n",
        "  %tensorflow_version 2.x\n",
        "except Exception:\n",
        "  pass\n",
        "import tensorflow as tf\n",
        "\n",
        "from tensorflow.keras.models import Sequential\n",
        "from tensorflow.keras.layers import Input, Dense, Conv2D, Flatten, Dropout, MaxPooling2D\n",
        "from tensorflow.keras.preprocessing.image import ImageDataGenerator\n",
        "\n",
        "import os\n",
        "import numpy as np\n",
        "import matplotlib.pyplot as plt\n",
        "from math import ceil"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "fT13IKl32G2Q"
      },
      "source": [
        "## Download dataset"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "4q9t7EF51CBT",
        "outputId": "f60d817a-c966-4ef6-cb28-b29820cfc157",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 228
        }
      },
      "source": [
        "!wget 'https://cdn.freecodecamp.org/project-data/cats-and-dogs/cats_and_dogs.zip'"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "--2020-10-12 08:01:40--  https://cdn.freecodecamp.org/project-data/cats-and-dogs/cats_and_dogs.zip\n",
            "Resolving cdn.freecodecamp.org (cdn.freecodecamp.org)... 104.26.3.33, 172.67.70.149, 104.26.2.33, ...\n",
            "Connecting to cdn.freecodecamp.org (cdn.freecodecamp.org)|104.26.3.33|:443... connected.\n",
            "HTTP request sent, awaiting response... 200 OK\n",
            "Length: unspecified [application/zip]\n",
            "Saving to: ‘cats_and_dogs.zip’\n",
            "\n",
            "cats_and_dogs.zip       [     <=>            ]  67.43M  67.5MB/s    in 1.0s    \n",
            "\n",
            "2020-10-12 08:01:41 (67.5 MB/s) - ‘cats_and_dogs.zip’ saved [70702765]\n",
            "\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "fNdnxWG31WLN",
        "outputId": "9bfc0a17-fc89-4a1e-b741-ac3358c4cf18",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        }
      },
      "source": [
        "!unzip cats_and_dogs.zip"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
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          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "qNL1gla211wt"
      },
      "source": [
        "!rm cats_and_dogs.zip"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "upRSsm0x19pe"
      },
      "source": [
        "!rm -rf __MACOSX"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "jaF8r6aOl48C",
        "outputId": "82e6c3a1-ed69-4186-ed7d-3ea258a01598",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 69
        }
      },
      "source": [
        "PATH = 'cats_and_dogs'\n",
        "\n",
        "# Get number of files in each directory. The train and validation directories\n",
        "# each have the subdirecories \"dogs\" and \"cats\".\n",
        "train_dir      = os.path.join(PATH, 'train')\n",
        "validation_dir = os.path.join(PATH, 'validation')\n",
        "test_dir       = os.path.join(PATH, 'test')\n",
        "\n",
        "# -1 because of DS_Store\n",
        "total_train = sum([len(files) for r, d, files in os.walk(train_dir)])-1\n",
        "total_val   = sum([len(files) for r, d, files in os.walk(validation_dir)])-1\n",
        "total_test  = len(os.listdir(test_dir))-1\n",
        "\n",
        "print('Train:', total_train) \n",
        "print('Validation:', total_val)\n",
        "print('Test:', total_test)"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Train: 2000\n",
            "Validation: 1000\n",
            "Test: 50\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "c-lEXoF92uoR"
      },
      "source": [
        "## Load data"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "KmeFQxEc1wUg"
      },
      "source": [
        "# Variables for pre-processing and training.\n",
        "batch_size = 128\n",
        "epochs = 15\n",
        "IMG_HEIGHT = 150\n",
        "IMG_WIDTH = 150"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "54bSbGlK9-6T"
      },
      "source": [
        "Now it is your turn! Set each of the variables below correctly. (They should no longer equal `None`.)\n",
        "\n",
        "Create image generators for each of the three image data sets (train, validation, test). Use `ImageDataGenerator` to read / decode the images and convert them into floating point tensors. Use the `rescale` argument (and no other arguments for now) to rescale the tensors from values between 0 and 255 to values between 0 and 1.\n",
        "\n",
        "For the `*_data_gen` variables, use the `flow_from_directory` method. Pass in the batch size, directory, target size (`(IMG_HEIGHT, IMG_WIDTH)`), class mode, and anything else required. `test_data_gen` will be the trickiest one. For `test_data_gen`, make sure to pass in `shuffle=False` to the `flow_from_directory` method. This will make sure the final predictions stay is in the order that our test expects. For `test_data_gen` it will also be helpful to observe the directory structure.\n",
        "\n",
        "\n",
        "After you run the code, the output should look like this:\n",
        "```\n",
        "Found 2000 images belonging to 2 classes.\n",
        "Found 1000 images belonging to 2 classes.\n",
        "Found 50 images belonging to 1 classes.\n",
        "```"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "EOJFeEfumns6",
        "outputId": "519da874-a4b0-4a30-8e99-d42955899b48",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 69
        }
      },
      "source": [
        "train_image_generator      = ImageDataGenerator(rescale=1./255)\n",
        "validation_image_generator = ImageDataGenerator(rescale=1./255)\n",
        "test_image_generator       = ImageDataGenerator(rescale=1./255)\n",
        "\n",
        "train_data_gen = train_image_generator.flow_from_directory(\n",
        "                    train_dir,\n",
        "                    target_size=(IMG_HEIGHT, IMG_WIDTH),\n",
        "                    batch_size=batch_size,\n",
        "                    class_mode='binary')\n",
        "\n",
        "val_data_gen   = validation_image_generator.flow_from_directory(\n",
        "                    validation_dir,\n",
        "                    target_size=(IMG_HEIGHT, IMG_WIDTH),\n",
        "                    batch_size=batch_size,\n",
        "                    class_mode='binary')\n",
        "\n",
        "test_data_gen  = test_image_generator.flow_from_directory(\n",
        "                    PATH,\n",
        "                    target_size=(IMG_HEIGHT, IMG_WIDTH),\n",
        "                    batch_size=batch_size,\n",
        "                    classes=['test'],\n",
        "                    shuffle=False)"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Found 2000 images belonging to 2 classes.\n",
            "Found 1000 images belonging to 2 classes.\n",
            "Found 50 images belonging to 1 classes.\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "77TvZVETP_b2"
      },
      "source": [
        "## Explore data\n",
        "\n",
        "The `plotImages` function will be used a few times to plot images. It takes an array of images and a probabilities list, although the probabilities list is optional. This code is given to you. If you created the `train_data_gen` variable correctly, then running the cell below will plot five random training images."
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "TP0WA8j1mt7Q",
        "outputId": "b9705b0f-1647-47be-8bf1-37540787aa91",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 846
        }
      },
      "source": [
        "def plotImages(images_arr, probabilities = False):\n",
        "    fig, axes = plt.subplots(len(images_arr), 1, figsize=(5,len(images_arr) * 3))\n",
        "    if probabilities is False:\n",
        "      for img, ax in zip( images_arr, axes):\n",
        "          ax.imshow(img)\n",
        "          ax.axis('off')\n",
        "    else:\n",
        "      for img, probability, ax in zip( images_arr, probabilities, axes):\n",
        "          ax.imshow(img)\n",
        "          ax.axis('off')\n",
        "          if probability > 0.5:\n",
        "              ax.set_title(\"%.2f\" % (probability*100) + \"% dog\")\n",
        "          else:\n",
        "              ax.set_title(\"%.2f\" % ((1-probability)*100) + \"% cat\")\n",
        "    plt.show()\n",
        "\n",
        "sample_training_images, _ = next(train_data_gen)\n",
        "plotImages(sample_training_images[:5])\n"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 360x1080 with 5 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "GlLF4j7hkxEp"
      },
      "source": [
        "## Data augmentation\n",
        "\n",
        "Recreate the `train_image_generator` using `ImageDataGenerator`. \n",
        "\n",
        "Since there are a small number of training examples there is a risk of overfitting. One way to fix this problem is by creating more training data from existing training examples by using random transformations.\n",
        "\n",
        "Add 4-6 random transformations as arguments to `ImageDataGenerator`. Make sure to rescale the same as before.\n"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "-32RRLY_3voj"
      },
      "source": [
        "train_image_generator = ImageDataGenerator(\n",
        "                            rescale=1./255,\n",
        "                            horizontal_flip=True,\n",
        "                            rotation_range=20,\n",
        "                            zoom_range=0.15,\n",
        "                            width_shift_range=0.2,\n",
        "                            height_shift_range=0.2,\n",
        "                            shear_range=0.15,\n",
        "                            fill_mode=\"nearest\")"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "JLzS54VmqkRg"
      },
      "source": [
        "You don't have to do anything for the next cell. `train_data_gen` is created just like before but with the new `train_image_generator`. Then, a single image is plotted five different times using different variations."
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "pkwq2LFvqabS",
        "outputId": "453d456b-5559-4f7a-9ffb-76e1dd7f32f0",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 863
        }
      },
      "source": [
        "train_data_gen = train_image_generator.flow_from_directory(batch_size=batch_size,\n",
        "                                                     directory=train_dir,\n",
        "                                                     target_size=(IMG_HEIGHT, IMG_WIDTH),\n",
        "                                                     class_mode='binary')\n",
        "\n",
        "augmented_images = [train_data_gen[0][0][0] for i in range(5)]\n",
        "\n",
        "plotImages(augmented_images)"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Found 2000 images belonging to 2 classes.\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 360x1080 with 5 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "wUPWeKtESzA9"
      },
      "source": [
        "## Build model\n",
        "\n",
        "In the cell below, create a model for the neural network that outputs class probabilities. It should use the Keras Sequential model. It will probably involve a stack of Conv2D and MaxPooling2D layers and then a fully connected layer on top that is activated by a ReLU activation function.\n",
        "\n",
        "Compile the model passing the arguments to set the optimizer and loss. Also pass in `metrics=['accuracy']` to view training and validation accuracy for each training epoch."
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "k8aZkwMam4UY",
        "outputId": "dfcc5e03-bdb2-41fe-8702-7d58d92ab118",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 469
        }
      },
      "source": [
        "model = Sequential()\n",
        "\n",
        "# Convolutions\n",
        "model.add(Input(shape=(IMG_HEIGHT, IMG_WIDTH, 3)))\n",
        "model.add(Conv2D(32, (3,3)))\n",
        "model.add(MaxPooling2D(pool_size=(2, 2)))\n",
        "model.add(Conv2D(64, (3,3)))\n",
        "model.add(MaxPooling2D(pool_size=(2, 2)))\n",
        "model.add(Conv2D(128, (3,3)))\n",
        "model.add(MaxPooling2D(pool_size=(2, 2)))\n",
        "\n",
        "# Dense layers\n",
        "model.add(Flatten())\n",
        "model.add(Dense(512, activation='relu'))\n",
        "model.add(Dense(1, activation='sigmoid'))\n",
        "\n",
        "# Optimizer\n",
        "model.compile(optimizer='adam',\n",
        "              loss='binary_crossentropy',\n",
        "              metrics=['accuracy'])\n",
        "\n",
        "model.summary()"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Model: \"sequential_14\"\n",
            "_________________________________________________________________\n",
            "Layer (type)                 Output Shape              Param #   \n",
            "=================================================================\n",
            "conv2d_39 (Conv2D)           (None, 148, 148, 32)      896       \n",
            "_________________________________________________________________\n",
            "max_pooling2d_6 (MaxPooling2 (None, 74, 74, 32)        0         \n",
            "_________________________________________________________________\n",
            "conv2d_40 (Conv2D)           (None, 72, 72, 64)        18496     \n",
            "_________________________________________________________________\n",
            "max_pooling2d_7 (MaxPooling2 (None, 36, 36, 64)        0         \n",
            "_________________________________________________________________\n",
            "conv2d_41 (Conv2D)           (None, 34, 34, 128)       73856     \n",
            "_________________________________________________________________\n",
            "max_pooling2d_8 (MaxPooling2 (None, 17, 17, 128)       0         \n",
            "_________________________________________________________________\n",
            "flatten_13 (Flatten)         (None, 36992)             0         \n",
            "_________________________________________________________________\n",
            "dense_34 (Dense)             (None, 512)               18940416  \n",
            "_________________________________________________________________\n",
            "dense_35 (Dense)             (None, 1)                 513       \n",
            "=================================================================\n",
            "Total params: 19,034,177\n",
            "Trainable params: 19,034,177\n",
            "Non-trainable params: 0\n",
            "_________________________________________________________________\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "-rYmKuT1dRdy"
      },
      "source": [
        "Use the `fit` method on your `model` to train the network. Make sure to pass in arguments for `x`, `steps_per_epoch`, `epochs`, `validation_data`, and `validation_steps`."
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "kOV4LZEeAYyc",
        "outputId": "89c62ecd-ccb7-4d66-8d3a-83f4373e63ea",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 34
        }
      },
      "source": [
        "train_steps = int(ceil(1. * total_train / batch_size))\n",
        "val_steps   = int(ceil(1. * total_val / batch_size))\n",
        "\n",
        "print(train_steps, val_steps)"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "16 8\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "1niQDz5x6K7y",
        "outputId": "54d2a21e-049a-4cd5-be23-51306379b9a8",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 558
        }
      },
      "source": [
        "history = model.fit(\n",
        "            train_data_gen, #steps_per_epoch=train_steps,\n",
        "            validation_data=val_data_gen, #validation_steps=val_steps,\n",
        "            epochs=epochs)"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Epoch 1/15\n",
            "16/16 [==============================] - 107s 7s/step - loss: 1.7410 - accuracy: 0.5080 - val_loss: 0.6671 - val_accuracy: 0.5920\n",
            "Epoch 2/15\n",
            "16/16 [==============================] - 104s 7s/step - loss: 0.6973 - accuracy: 0.5445 - val_loss: 0.7070 - val_accuracy: 0.5170\n",
            "Epoch 3/15\n",
            "16/16 [==============================] - 106s 7s/step - loss: 0.6742 - accuracy: 0.5695 - val_loss: 0.6407 - val_accuracy: 0.6230\n",
            "Epoch 4/15\n",
            "16/16 [==============================] - 105s 7s/step - loss: 0.6693 - accuracy: 0.5850 - val_loss: 0.6383 - val_accuracy: 0.6290\n",
            "Epoch 5/15\n",
            "16/16 [==============================] - 103s 6s/step - loss: 0.6558 - accuracy: 0.6050 - val_loss: 0.6341 - val_accuracy: 0.6150\n",
            "Epoch 6/15\n",
            "16/16 [==============================] - 105s 7s/step - loss: 0.6586 - accuracy: 0.6030 - val_loss: 0.6330 - val_accuracy: 0.6210\n",
            "Epoch 7/15\n",
            "16/16 [==============================] - 104s 6s/step - loss: 0.6587 - accuracy: 0.5945 - val_loss: 0.6278 - val_accuracy: 0.6470\n",
            "Epoch 8/15\n",
            "16/16 [==============================] - 107s 7s/step - loss: 0.6531 - accuracy: 0.6065 - val_loss: 0.6572 - val_accuracy: 0.5720\n",
            "Epoch 9/15\n",
            "16/16 [==============================] - 105s 7s/step - loss: 0.6438 - accuracy: 0.6230 - val_loss: 0.6376 - val_accuracy: 0.5950\n",
            "Epoch 10/15\n",
            "16/16 [==============================] - 102s 6s/step - loss: 0.6507 - accuracy: 0.6125 - val_loss: 0.6434 - val_accuracy: 0.5720\n",
            "Epoch 11/15\n",
            "16/16 [==============================] - 104s 7s/step - loss: 0.6727 - accuracy: 0.5740 - val_loss: 0.6186 - val_accuracy: 0.6750\n",
            "Epoch 12/15\n",
            "16/16 [==============================] - 103s 6s/step - loss: 0.6356 - accuracy: 0.6285 - val_loss: 0.6137 - val_accuracy: 0.6760\n",
            "Epoch 13/15\n",
            "16/16 [==============================] - 104s 7s/step - loss: 0.6407 - accuracy: 0.6175 - val_loss: 0.6435 - val_accuracy: 0.5950\n",
            "Epoch 14/15\n",
            "16/16 [==============================] - 103s 6s/step - loss: 0.6301 - accuracy: 0.6400 - val_loss: 0.6049 - val_accuracy: 0.6900\n",
            "Epoch 15/15\n",
            "16/16 [==============================] - 103s 6s/step - loss: 0.6346 - accuracy: 0.6305 - val_loss: 0.6778 - val_accuracy: 0.6160\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "Imux8tZWsWp-"
      },
      "source": [
        "## Evaluate\n",
        "\n",
        "Run the next cell to visualize the accuracy and loss of the model."
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "5xS51mB56OAC",
        "outputId": "fd192e93-5f98-4170-f4ea-2d43f57f3659",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 499
        }
      },
      "source": [
        "acc = history.history['accuracy']\n",
        "val_acc = history.history['val_accuracy']\n",
        "\n",
        "loss = history.history['loss']\n",
        "val_loss = history.history['val_loss']\n",
        "\n",
        "epochs_range = range(epochs)\n",
        "\n",
        "plt.figure(figsize=(8, 8))\n",
        "plt.subplot(1, 2, 1)\n",
        "plt.plot(epochs_range, acc, label='Training Accuracy')\n",
        "plt.plot(epochs_range, val_acc, label='Validation Accuracy')\n",
        "plt.legend(loc='lower right')\n",
        "plt.title('Training and Validation Accuracy')\n",
        "\n",
        "plt.subplot(1, 2, 2)\n",
        "plt.plot(epochs_range, loss, label='Training Loss')\n",
        "plt.plot(epochs_range, val_loss, label='Validation Loss')\n",
        "plt.legend(loc='upper right')\n",
        "plt.title('Training and Validation Loss')\n",
        "plt.show()"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 576x576 with 2 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "2bWrqi-usz3y"
      },
      "source": [
        "Now it is time to use your model to predict whether a brand new image is a cat or a dog.\n",
        "\n",
        "In this final cell, get the probability that each test image (from `test_data_gen`) is a dog or a cat. `probabilities` should be a list of integers. \n",
        "\n",
        "Call the `plotImages` function and pass in the test images and the probabilities corresponding to each test image.\n",
        "\n",
        "After your run the cell, you should see all 50 test images with a label showing the percentage sure that the image is a cat or a dog. The accuracy will correspond to the accuracy shown in the graph above (after running the previous cell). More training images could lead to a higher accuracy."
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "vYrSifOit2aK",
        "outputId": "20e5d594-fc32-4221-b1c5-52f651f1c769",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 245
        }
      },
      "source": [
        "probabilities = model.predict(test_data_gen).flatten()\n",
        "probabilities"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "WARNING:tensorflow:6 out of the last 8 calls to <function Model.make_predict_function.<locals>.predict_function at 0x7f5622c64c80> triggered tf.function retracing. Tracing is expensive and the excessive number of tracings could be due to (1) creating @tf.function repeatedly in a loop, (2) passing tensors with different shapes, (3) passing Python objects instead of tensors. For (1), please define your @tf.function outside of the loop. For (2), @tf.function has experimental_relax_shapes=True option that relaxes argument shapes that can avoid unnecessary retracing. For (3), please refer to https://www.tensorflow.org/tutorials/customization/performance#python_or_tensor_args and https://www.tensorflow.org/api_docs/python/tf/function for  more details.\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "array([0.56574976, 0.2790106 , 0.4306965 , 0.9659225 , 0.4732132 ,\n",
              "       0.5285976 , 0.8091496 , 0.36913648, 0.36283585, 0.9285728 ,\n",
              "       0.7676375 , 0.6509007 , 0.46382314, 0.2662516 , 0.59353834,\n",
              "       0.6851242 , 0.6512137 , 0.84883964, 0.6954755 , 0.55424225,\n",
              "       0.4334085 , 0.8548743 , 0.34854645, 0.76927936, 0.767262  ,\n",
              "       0.6149698 , 0.9980618 , 0.40636078, 0.4919919 , 0.41820192,\n",
              "       0.66708326, 0.48605895, 0.7811264 , 0.9999993 , 0.50489146,\n",
              "       0.5349417 , 0.9995351 , 0.7744181 , 0.53519046, 0.5159085 ,\n",
              "       0.46908504, 0.47359362, 0.8750597 , 0.60134137, 0.71498054,\n",
              "       0.52678394, 0.4301008 , 0.7852213 , 0.2002585 , 0.5642496 ],\n",
              "      dtype=float32)"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 89
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "222ZZUup6SVO"
      },
      "source": [
        "Run this final cell to see if you passed the challenge or if you need to keep trying."
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "4IH86Ux_u7TZ",
        "outputId": "2ba1cb01-2187-4421-fee7-21f9553fe6c7",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 52
        }
      },
      "source": [
        "answers =  [1, 0, 0, 1, 0, 0, 0, 0, 1, 1, 0,\n",
        "            1, 0, 1, 0, 1, 1, 0, 1, 1, 0, 0,\n",
        "            1, 1, 1, 1, 1, 0, 0, 0, 0, 0, 1,\n",
        "            1, 0, 1, 1, 1, 1, 0, 1, 0, 1, 1, \n",
        "            0, 0, 0, 0, 0, 0]\n",
        "\n",
        "correct = 0\n",
        "\n",
        "for probability, answer in zip(probabilities, answers):\n",
        "  if round(probability) == answer:\n",
        "    correct +=1\n",
        "\n",
        "percentage_identified = (correct / len(answers))\n",
        "\n",
        "passed_challenge = percentage_identified > 0.63\n",
        "\n",
        "print(f\"Your model correctly identified {int(round(percentage_identified, 2)*100)}% of the images of cats and dogs.\")\n",
        "\n",
        "if passed_challenge:\n",
        "  print(\"You passed the challenge!\")\n",
        "else:\n",
        "  print(\"You haven't passed yet. Your model should identify at least 63% of the images. Keep trying. You will get it!\")"
      ],
      "execution_count": null,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "Your model correctly identified 66% of the images of cats and dogs.\n",
            "You passed the challenge!\n"
          ],
          "name": "stdout"
        }
      ]
    }
  ]
}