tanisha_insurance_assignment.ipynb

{
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  "metadata": {
    "colab": {
      "name": "tanisha_insurance_assignment.ipynb",
      "provenance": [],
      "authorship_tag": "ABX9TyPk7rp54Q343XLSbF6goBiX",
      "include_colab_link": true
    },
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
    },
    "language_info": {
      "name": "python"
    }
  },
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "view-in-github",
        "colab_type": "text"
      },
      "source": [
        "<a href=\"https://colab.research.google.com/github/tanishakain/BVP-RA-Training/blob/main/tanisha_insurance_assignment.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 1,
      "metadata": {
        "id": "U9UMHEE-SkZK"
      },
      "outputs": [],
      "source": [
        "import numpy as np\n",
        "import pandas as pd\n",
        "import matplotlib.pyplot as plt\n",
        "import tensorflow as tf\n",
        "from tensorflow import keras\n",
        "%matplotlib inline\n",
        "import seaborn as sn"
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "df=pd.read_csv(\"https://raw.githubusercontent.com/harshit2000/BVP-RA-Training/main/Assignment%201/Task/insurance_data.csv\")\n",
        "print(df)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "KOI0h2bLS9ev",
        "outputId": "c76f13b5-8870-4627-f5ec-6a83fb1229f1"
      },
      "execution_count": 2,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "    age  affordibility  bought_insurance\n",
            "0    22              1                 0\n",
            "1    25              0                 0\n",
            "2    47              1                 1\n",
            "3    52              0                 0\n",
            "4    46              1                 1\n",
            "5    56              1                 1\n",
            "6    55              0                 0\n",
            "7    60              0                 1\n",
            "8    62              1                 1\n",
            "9    61              1                 1\n",
            "10   18              1                 0\n",
            "11   28              1                 0\n",
            "12   27              0                 0\n",
            "13   29              0                 0\n",
            "14   49              1                 1\n",
            "15   55              1                 1\n",
            "16   25              0                 1\n",
            "17   58              1                 1\n",
            "18   19              0                 0\n",
            "19   18              1                 0\n",
            "20   21              1                 0\n",
            "21   26              0                 0\n",
            "22   40              1                 1\n",
            "23   45              1                 1\n",
            "24   50              1                 1\n",
            "25   54              1                 1\n",
            "26   23              1                 0\n",
            "27   46              1                 0\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "def sigmoid(x):\n",
        "  return 1/(1+np.exp(-x))"
      ],
      "metadata": {
        "id": "hvdPiVtjTAAl"
      },
      "execution_count": 3,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "def sigmoid_der(x):\n",
        "  return sigmoid(x)*(1-sigmoid(x))"
      ],
      "metadata": {
        "id": "mrRCWlh-VNg-"
      },
      "execution_count": 4,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "data = df.drop(['bought_insurance'], axis=1)"
      ],
      "metadata": {
        "id": "3shmuz__TFq0"
      },
      "execution_count": 5,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "feature_set = data.to_numpy()\n",
        "labels = df.bought_insurance.to_numpy()\n",
        "labels = labels.reshape(28,1)\n",
        "print(feature_set)\n",
        "print(labels)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "hhNkQ0doTJqA",
        "outputId": "508e7126-f26c-470d-f206-005914a6c208"
      },
      "execution_count": 6,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "[[22  1]\n",
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            " [46  1]]\n",
            "[[0]\n",
            " [0]\n",
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    },
    {
      "cell_type": "code",
      "source": [
        "np.random.seed(1)\n",
        "weights = np.random.rand(2,1)\n",
        "bias = np.random.rand(1)\n",
        "lr=0.05"
      ],
      "metadata": {
        "id": "dORr3a9sTL4t"
      },
      "execution_count": 7,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "for epoch in range(20000):\n",
        "  inputs = feature_set\n",
        "\n",
        "  XW = np.dot(feature_set, weights) + bias\n",
        "\n",
        "  z=sigmoid(XW)\n",
        "\n",
        "  error = z-labels\n",
        "\n",
        "  print(error.sum())\n",
        "\n",
        "  dcost_dpred = error\n",
        "  dpred_dz = sigmoid_der(z)\n",
        "\n",
        "  z_delta = dcost_dpred * dpred_dz\n",
        "  inputs = feature_set.T\n",
        "  weights -= lr * np.dot(inputs, z_delta)\n",
        "\n",
        "  for num in z_delta:\n",
        "    bias -=lr*num"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "nut-oDDbTRo7",
        "outputId": "8a5b0fa1-8cad-4934-8c05-434e865843dc"
      },
      "execution_count": 8,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
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            "6.217027505854752\n",
            "2.0000000003831993\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "single_point = np.array([29,1])\n",
        "result = sigmoid(np.dot(single_point, weights)+bias)\n",
        "print (result)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "q9b1GAOCTaJM",
        "outputId": "b9fd4e06-4032-4919-8b58-5dd5931a1643"
      },
      "execution_count": 17,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "[1.82513041e-23]\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        ""
      ],
      "metadata": {
        "id": "j4QdrrQJVbCW"
      },
      "execution_count": 9,
      "outputs": []
    }
  ]
}