Yugsolanki/3-aiml-hons-diagnosis-based-on-mri-x-ray.ipynb

## 3-aiml-hons-diagnosis-based-on-mri-x-ray.ipynb
{
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "view-in-github",
        "colab_type": "text"
      },
      "source": [
        "<a href=\"https://colab.research.google.com/gist/Yugsolanki/8ffe006d1826447b7f9a4893795747ca/3-aiml-hons-diagnosis-based-on-mri-x-ray.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "SP7XixeOADlB"
      },
      "source": [
        "Experiment 3<br>\n",
        "Yug Solanki<br>\n",
        "BE-4, 58<br>\n",
        "21UF16526CM057<br>\n",
        "[Colab Link🔗](https://colab.research.google.com/drive/1AWwyXPFl58CCTC8wQcp9wpsZATZUiUos?usp=sharing)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 1,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "KJo_VYuL_m3v",
        "outputId": "13bc8557-4d86-45b9-fb2c-1d354860454b"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Dataset URL: https://www.kaggle.com/datasets/paultimothymooney/chest-xray-pneumonia\n",
            "License(s): other\n",
            "Downloading chest-xray-pneumonia.zip to /content\n",
            "100% 2.29G/2.29G [00:21<00:00, 96.4MB/s]\n",
            "100% 2.29G/2.29G [00:21<00:00, 117MB/s] \n"
          ]
        }
      ],
      "source": [
        "!kaggle datasets download -d paultimothymooney/chest-xray-pneumonia"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "metadata": {
        "id": "ET-ikuM2_9iA"
      },
      "outputs": [],
      "source": [
        "!unzip /content/chest-xray-pneumonia.zip"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 3,
      "metadata": {
        "id": "z_0Xy9uqAXjY"
      },
      "outputs": [],
      "source": [
        "# Deleting unnecessary folder\n",
        "import shutil\n",
        "shutil.rmtree('/content/chest_xray/__MACOSX')\n",
        "shutil.rmtree('/content/chest_xray/chest_xray')"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 4,
      "metadata": {
        "id": "iNpSsFcg-GF_"
      },
      "outputs": [],
      "source": [
        "import numpy as np\n",
        "import pandas as pd\n",
        "import matplotlib.pyplot as plt\n",
        "import seaborn as sns\n",
        "import keras\n",
        "from keras.models import Sequential\n",
        "from keras.layers import Dense, Conv2D , MaxPool2D , Flatten , Dropout , BatchNormalization\n",
        "from keras.src.legacy.preprocessing.image import ImageDataGenerator\n",
        "from sklearn.model_selection import train_test_split\n",
        "from sklearn.metrics import classification_report,confusion_matrix\n",
        "from keras.callbacks import ReduceLROnPlateau\n",
        "import cv2\n",
        "import os"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "_7L4JI8w_iIS"
      },
      "source": [
        "# Loading the Dataset"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 5,
      "metadata": {
        "id": "FvGc7_X2-cWw"
      },
      "outputs": [],
      "source": [
        "labels = ['PNEUMONIA', 'NORMAL']\n",
        "img_size = 150"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 6,
      "metadata": {
        "id": "9q6AFDFy-UGx"
      },
      "outputs": [],
      "source": [
        "def get_training_data(data_dir):\n",
        "    data = []\n",
        "    for label in labels:\n",
        "        path = os.path.join(data_dir, label)\n",
        "        class_num = labels.index(label)\n",
        "        for img in os.listdir(path):\n",
        "            try:\n",
        "                img_arr = cv2.imread(os.path.join(path, img), cv2.IMREAD_GRAYSCALE)\n",
        "                resized_arr = cv2.resize(img_arr, (img_size, img_size)) # Reshaping images to preferred size\n",
        "                data.append([resized_arr, class_num])\n",
        "            except Exception as e:\n",
        "                print(e)\n",
        "    return np.array(data, dtype=object)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 7,
      "metadata": {
        "id": "G0SVF7et-X7Z"
      },
      "outputs": [],
      "source": [
        "val = get_training_data('./chest_xray/val')\n",
        "test = get_training_data('./chest_xray/test')\n",
        "train = get_training_data('./chest_xray/train')"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "35U2lKi9_K0r"
      },
      "source": [
        "# Data Visualization & Preprocessing"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 8,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 486
        },
        "id": "_9GVOUn9-huT",
        "outputId": "5e47d7ba-1c84-42c6-8730-c6ef232f6d51"
      },
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<Axes: xlabel='count'>"
            ]
          },
          "metadata": {},
          "execution_count": 8
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ],
            "image/png": 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Pnx+33XZbnH766YX9unfvHkOHDi18/eyzz8aGDRti9OjRcfDBB0dExIknnhgPPvhg/OlPf4o999wzDj/88KiqqoqZM2fGySefHBERgwcPLhzjoIMOiksvvTQGDx4ca9asiT333PNT+xkAALu2Bn0P2Wbf/e53Y9q0afHmm28WXb5gwYKoqKgouqyioiIWLVpU9FBjeXn5R47ZunXrQoxFRJSWlsbnPve5orAqLS2N9957r/D1yy+/HBdccEH07ds3unXrFueee25ERPztb3/7xwYEAJq0RhFkxxxzTPTq1Suuv/76T/T9rVu3/shlLVoU3zlYUlKy1cvq6uoiImLt2rUxbNiw2HPPPeO6666LKVOmxC233BIRERs2bPhE6wIAiGgED1luNnLkyDj11FOjffv2hcs+//nPx/PPP1+03/PPPx+HHnpoNG/evF6vf8GCBbFixYr47ne/G/vvv39EbLrHDADgH9Uo7iGLiCgrK4uBAwfG5MmTC5cNHTo0nn766ZgwYUIsXLgwHnjggbjnnnuKni9WXw444IBo2bJlTJ48OZYsWRK///3v4yc/+Um9Xw8A0PQ0miCLiLjwwgsLDyFGRHTq1CluvPHG+M1vfhMDBw6M8ePHx4UXXlj0hP760rZt2xg7dmz89re/jZNPPjkmTZoUF198cb1fDwDQ9JSklFLuRRDx9Z/8NmYvfCf3MmjiOn6ubdwzYkAsX74mNm6s2/43fIySkojS0s9GTc2qaCr/lzFz7tXsHGbOvZqdY3szb95eXxrVPWQAALsiQQYAkJkgAwDITJABAGQmyAAAMhNkAACZCTIAgMwEGQBAZoIMACAzQQYAkJkgAwDITJABAGQmyAAAMhNkAACZCTIAgMwEGQBAZoIMACAzQQYAkJkgAwDITJABAGQmyAAAMhNkAACZCTIAgMwEGQBAZoIMACAzQQYAkJkgAwDITJABAGQmyAAAMhNkAACZCTIAgMwEGQBAZoIMACAzQQYAkJkgAwDITJABAGQmyAAAMhNkAACZCTIAgMwEGQBAZoIMACAzQQYAkJkgAwDITJABAGQmyAAAMhNkAACZCTIAgMwEGQBAZoIMACAzQQYAkJkgAwDITJABAGQmyAAAMhNkAACZCTIAgMwEGQBAZoIMACAzQQYAkJkgAwDITJABAGQmyAAAMhNkAACZCTIAgMwEGQBAZoIMACCzFrkXwCaHlO4V69ZvzL0Mmrj2+7XJvQSAJkmQNRCX/1vP3EuAiIiora2LurqUexkATYogayCWL1+Tewk71T777GnmBqquLgkygJ1MkDUQdXV1UVeXexU7R0nJpv/W1tZFaiK/95vizAD8/TypHwAgM0EGAJCZIAMAyEyQAQBkJsgAADITZAAAmQkyAIDMBBkAQGaCDAAgM0EGAJCZIAMAyEyQAQBkJsgAADITZAAAmQkyAIDMWuReAJuUlGz6aAo2z9lU5o0wc1Nh5qbBzE3D9mau759FSUop1e8hAQDYER6yBADITJABAGQmyAAAMhNkAACZCTIAgMwEGQBAZoIMACAzQQYAkJkgAwDITJABAGQmyDK75557ol+/fnHUUUfFGWecES+++GLuJX0iN998c5SVlRV9nHTSSYXtH374YVx55ZVRVVUV3bp1i29/+9tRU1NTdIylS5fGf/zHf0SXLl2iR48eMW7cuNi4cePOHmWb/vznP8cFF1wQvXr1irKysnjiiSeKtqeU4qabbopevXpF586dY8iQIfGXv/ylaJ8VK1bEyJEjo6KiIiorK+P//b//F2vWrCna57XXXouzzz47jjrqqOjTp09MmjTp0x5tm7Y3c3V19UfO+7Bhw4r2aUwzT5w4Mb785S9Ht27dokePHjF8+PBYsGBB0T71dVueNWtWnHbaaVFeXh79+/ePqVOnfurzbc3fM/O55577kfM8atSoon0a08z33ntvDBw4MCoqKqKioiLOPPPMePLJJwvbd7VzHLH9mXe1c7w1t956a5SVlcXVV19duKxBnetENo888kjq1KlTmjJlSnrjjTfSZZddliorK1NNTU3upe2w8ePHp1NOOSW98847hY9ly5YVto8aNSr16dMnzZgxI7300kvp3/7t39KZZ55Z2L5x48Y0YMCANGTIkPTqq6+m6dOnp6qqqnT99dfnGGerpk+fnm644Yb0u9/9LnXo0CE9/vjjRdsnTpyYjj766PT444+nuXPnpgsuuCD169cvffDBB4V9hg0blr70pS+lOXPmpD//+c+pf//+6aKLLipsX7VqVerZs2caOXJkmjdvXnr44YdT586d03333bfT5vy/tjfzxRdfnIYNG1Z03lesWFG0T2OaeejQoen+++9P8+bNS3Pnzk3nnXde6tu3b1qzZk1hn/q4LS9evDh16dIlXXPNNWn+/Plp8uTJ6Ygjjkh/+MMfduq8Kf19M//7v/97uuyyy4rO86pVqwrbG9vMv//979P06dPTwoUL04IFC9INN9yQOnXqlObNm5dS2vXOcUrbn3lXO8dbeuGFF9Jxxx2XBg4cmH7wgx8ULm9I51qQZTR48OB05ZVXFr6ura1NvXr1ShMnTsy4qk9m/Pjx6Utf+tJWt61cuTJ16tQpPfroo4XL5s+fnzp06JBmz56dUtr0i79jx47p3XffLexz7733poqKivThhx9+qmv/JLaMk7q6unTsscemn/3sZ4XLVq5cmcrLy9PDDz+cUvrfmV988cXCPk8++WQqKytLb7/9dkoppXvuuScdc8wxRTNfe+216cQTT/y0R9qubQXZN77xjW1+T2OfedmyZalDhw7pmWeeSSnV3235Rz/6UTrllFOKrmvEiBFp6NChn/JE27flzClt+mX9f3+Jbamxz5xSSsccc0z65S9/2STO8WabZ05p1z7Hq1evTieccEL605/+VDRnQzvXHrLMZP369fHKK69Ez549C5c1a9YsevbsGbNnz864sk9u0aJF0atXrzj++ONj5MiRsXTp0oiIePnll2PDhg1Fsx522GFxwAEHxJw5cyIiYs6cOdGhQ4coLS0t7NOrV69YvXp1zJ8/f6fO8Um89dZb8e677xbN+NnPfja6dOlSOJ+zZ8+OvfbaK4466qjCPj179oxmzZoVHqqeM2dOVFZWRqtWrQr79OrVKxYuXBjvv//+TppmxzzzzDPRo0ePOPHEE+OKK66I5cuXF7Y19plXrVoVERFt2rSJiPq7Lc+ZMyd69OhRdF29evUqHCOnLWfe7KGHHoqqqqoYMGBAXH/99bFu3brCtsY8c21tbTzyyCOxdu3a6NatW5M4x1vOvNmueo7HjBkTffr0KTqnEQ3vz3OLHdqberN8+fKora2Nfffdt+jyfffd9yPP32gMOnfuHNdcc020b98+3n333ZgwYUKcc8458dBDD0VNTU20bNky9tprr6Lv2XfffePdd9+NiIiampqiG3xEFL7evE9DtnmNWzufm5+PUFNTE23bti3a3qJFi2jTpk3Rz+HAAw8s2mfzz6GmpuYjvyRz6927d/Tv3z8OPPDAWLJkSdxwww1x3nnnxS9+8Yto3rx5o565rq4ufvjDH0ZFRUV06NChsJ76uC1va5/Vq1fHBx98ELvvvvunMtP2bG3miIgBAwbEAQccEPvtt1+8/vrrcd1118XChQvjlltuiYjGOfPrr78eZ511Vnz44Yexxx57xIQJE+Lwww+PuXPn7rLneFszR+ya5zgi4pFHHolXX301pkyZ8pFtDe3PsyCjXvTp06fweceOHaNLly5x3HHHxaOPPprtlwufvlNOOaXw+eYnAv/Lv/xL4V6zxuzKK6+MN954I+69997cS9lptjXzmWeeWfi8rKws2rVrF0OGDInFixfHwQcfvLOXWS/at28f06ZNi1WrVsVjjz0WF198cdx99925l/Wp2tbMhx9++C55jv/2t7/F1VdfHbfffnvstttuuZezXR6yzGSfffaJ5s2bx7Jly4ouX7Zs2UdKuzHaa6+94tBDD43FixdHaWlpbNiwIVauXFm0z7Jly6Jdu3YRselvE1u+smXz15v3acg2r/HjzmdpaWm89957Rds3btwY77///t/1c2gMt4uDDjoo9tlnn1i0aFFENN6Zx4wZE9OnT4+77ror/umf/qlweX3dlre1z2c+85lsf4HZ1sxb06VLl4iIovPc2GZu1apVHHLIIVFeXh4jR46Mjh07xs9//vNd+hxva+at2RXO8SuvvBLLli2L008/PY488sg48sgj45lnnonJkyfHkUce2eDOtSDLpFWrVtGpU6d4+umnC5fV1dXF008/XfSYfmO1Zs2aWLJkSbRr1y7Ky8ujZcuWRbMuWLAgli5dGl27do2IiK5du8a8efOKgmbGjBnxmc98pnCXekN24IEHRrt27YpmXL16dbzwwguF89mtW7dYuXJlvPzyy4V9Zs6cGXV1ddG5c+eI2PRzePbZZ2PDhg2FfWbMmBHt27dvcA9Xbs3bb78dK1asKPyPqrHNnFKKMWPGxOOPPx533XVXHHTQQUXb6+u23LVr15g5c2bRsWfMmFE4xs60vZm3Zu7cuRHxv7+QGtvMW1NXVxfr16/fJc/xtmyeeWt2hXPcvXv3eOihh2LatGmFj/Ly8hg4cGDh8wZ1rnf89QrUl0ceeSSVl5enqVOnpvnz56fLL788VVZWFr2ao7EYO3ZsmjVrVlqyZEl67rnn0pAhQ1JVVVXhrS9GjRqV+vbtm55++un00ksvpTPPPHOrLy0eOnRomjt3bvrDH/6Qunfv3qDe9mL16tXp1VdfTa+++mrq0KFDuuOOO9Krr76a/vrXv6aUNr3tRWVlZXriiSfSa6+9lr7xjW9s9W0vTj311PTCCy+kZ599Np1wwglFbwGxcuXK1LNnz/S9730vzZs3Lz3yyCOpS5cu2d724uNmXr16dRo7dmyaPXt2WrJkSZoxY0Y67bTT0gknnFD0isnGNPMVV1yRjj766DRr1qyil/+vW7eusE993JY3v0x+3Lhxaf78+enuu+/O9vYA25t50aJF6ZZbbkkvvfRSWrJkSXriiSfS8ccfn84555xGO/N1112XnnnmmbRkyZL02muvpeuuuy6VlZWlp556KqW0653jlD5+5l3xHG/Llq8mbUjnWpBlNnny5NS3b9/UqVOnNHjw4DRnzpzcS/pERowYkY499tjUqVOn1Lt37zRixIi0aNGiwvYPPvggjR49Oh1zzDGpS5cu6Zvf/GZ65513io7x1ltvpa9//eupc+fOqaqqKo0dOzZt2LBhZ4+yTTNnzkwdOnT4yMfFF1+cUtr01hc33nhj6tmzZyovL09f+9rX0oIFC4qOsXz58nTRRRelrl27poqKilRdXZ1Wr15dtM/cuXPTV77ylVReXp569+6d9W1QPm7mdevWpaFDh6bu3bunTp06peOOOy5ddtllH/kLRWOaeWuzdujQId1///2Fferrtjxz5sw0aNCg1KlTp3T88ccXXcfOtL2Zly5dms4555z0hS98IZWXl6f+/funcePGFb1HVUqNa+ZLLrkkHXfccalTp06pe/fu6Wtf+1ohxlLa9c5xSh8/8654jrdlyyBrSOe6JKWUPtF9gQAA1AvPIQMAyEyQAQBkJsgAADITZAAAmQkyAIDMBBkAQGaCDAAgM0EGAJCZIAMAyEyQATRAb731VpSVlRX+kWdg1ybIAAAyE2QAW1FXVxeTJk2K/v37R3l5efTt2zf+67/+KyIiXn/99fjqV78anTt3jqqqqrj88stjzZo1he8999xz4+qrry463vDhw6O6urrwdb9+/eKnP/1pXHLJJdGtW7fo27dv/OIXvyhsP/744yMi4tRTT42ysrI499xzP81xgcwEGcBWXH/99TFp0qQYPnx4/OY3v4nrrrsuSktLY+3atTFs2LBo06ZNTJkyJW688caYMWNGXHXVVTt8HXfccUeUl5fHtGnT4uyzz47Ro0fHggULIiLiV7/6VURE3HnnnfHUU0/FzTffXK/zAQ2LIAPYwurVq+PnP/95fO9734vTTjstDj744KisrIwzzjgjHn744Vi/fn2MGzcuOnToED169IhRo0bFr3/966ipqdmh6/niF78Y55xzThxyyCFx3nnnxT777BOzZs2KiIi2bdtGRMTee+8d7dq1i7333ru+xwQaEEEGsIUFCxbE+vXro3v37h/Z9uabb0ZZWVnssccehcsqKiqirq4uFi5cuEPXU1ZWVvi8pKQkSktLY9myZZ984UCjJcgAtrDbbrv9Q99fUlISKaWiyzZu3PiR/Vq0aLHd7wOaBkEGsIVDDz00dt9995g5c+ZHth122GHx+uuvx9q1awuXPf/889GsWbNo3759RGx6uPHdd98tbK+trY033nhjh9bQsmXLwvcCuz5BBrCF3XbbLc4777y49tprY9q0abF48eKYM2dO/OpXv4qBAwdGq1atorq6OubNmxczZ86Mq666KgYNGhSlpaUREdG9e/d48sknY/r06fHmm2/G6NGjY+XKlTu0hn333Td23333+OMf/xg1NTWxatWqT2NUoIFosf1dAJqe4cOHR/PmzWP8+PHxzjvvRLt27eKss86K1q1bx2233RZXX311DB48OFq3bh0nnHBC0VtafPnLX47XXnstLr744mjevHkMGTIkqqqqduj6W7RoEZdddllMmDAhxo8fH5WVlTF58uT6HhNoIEqSJywAAGTlIUsAgMwEGQBAZoIMACAzQQYAkJkgAwDITJABAGQmyAAAMhNkAACZCTIAgMwEGQBAZoIMACCz/w/SAvk7Z/0Z/AAAAABJRU5ErkJggg==\n"
          },
          "metadata": {}
        }
      ],
      "source": [
        "l = []\n",
        "for i in train:\n",
        "    if(i[1] == 0):\n",
        "        l.append(\"Pneumonia\")\n",
        "    else:\n",
        "        l.append(\"Normal\")\n",
        "sns.set_style('darkgrid')\n",
        "sns.countplot(l)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 9,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 956
        },
        "id": "uHOhRJWt-imO",
        "outputId": "bf504a8e-541c-4fbe-d793-986112211f10"
      },
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "Text(0.5, 1.0, 'NORMAL')"
            ]
          },
          "metadata": {},
          "execution_count": 9
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 500x500 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 500x500 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ],
      "source": [
        "plt.figure(figsize = (5,5))\n",
        "plt.imshow(train[0][0], cmap='gray')\n",
        "plt.title(labels[train[0][1]])\n",
        "\n",
        "plt.figure(figsize = (5,5))\n",
        "plt.imshow(train[-1][0], cmap='gray')\n",
        "plt.title(labels[train[-1][1]])"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 10,
      "metadata": {
        "id": "zJl71xTL-pO2"
      },
      "outputs": [],
      "source": [
        "x_train = []\n",
        "y_train = []\n",
        "\n",
        "x_val = []\n",
        "y_val = []\n",
        "\n",
        "x_test = []\n",
        "y_test = []\n",
        "\n",
        "for feature, label in train:\n",
        "    x_train.append(feature)\n",
        "    y_train.append(label)\n",
        "\n",
        "for feature, label in test:\n",
        "    x_test.append(feature)\n",
        "    y_test.append(label)\n",
        "\n",
        "for feature, label in val:\n",
        "    x_val.append(feature)\n",
        "    y_val.append(label)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 11,
      "metadata": {
        "id": "-FqCLASb-q8O"
      },
      "outputs": [],
      "source": [
        "# Normalize the data\n",
        "x_train = np.array(x_train) / 255\n",
        "x_val = np.array(x_val) / 255\n",
        "x_test = np.array(x_test) / 255"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 12,
      "metadata": {
        "id": "htEOc_TH-tzY"
      },
      "outputs": [],
      "source": [
        "# resize data for deep learning\n",
        "x_train = x_train.reshape(-1, img_size, img_size, 1)\n",
        "y_train = np.array(y_train)\n",
        "\n",
        "x_val = x_val.reshape(-1, img_size, img_size, 1)\n",
        "y_val = np.array(y_val)\n",
        "\n",
        "x_test = x_test.reshape(-1, img_size, img_size, 1)\n",
        "y_test = np.array(y_test)"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "9DhRI5Gx_PvH"
      },
      "source": [
        "# Data Augmentation"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 13,
      "metadata": {
        "id": "c7zWjVIP-xpv"
      },
      "outputs": [],
      "source": [
        "# With data augmentation to prevent overfitting and handling the imbalance in dataset\n",
        "\n",
        "datagen = ImageDataGenerator(\n",
        "        featurewise_center=False,  # set input mean to 0 over the dataset\n",
        "        samplewise_center=False,  # set each sample mean to 0\n",
        "        featurewise_std_normalization=False,  # divide inputs by std of the dataset\n",
        "        samplewise_std_normalization=False,  # divide each input by its std\n",
        "        zca_whitening=False,  # apply ZCA whitening\n",
        "        rotation_range = 30,  # randomly rotate images in the range (degrees, 0 to 180)\n",
        "        zoom_range = 0.2, # Randomly zoom image\n",
        "        width_shift_range=0.1,  # randomly shift images horizontally (fraction of total width)\n",
        "        height_shift_range=0.1,  # randomly shift images vertically (fraction of total height)\n",
        "        horizontal_flip = True,  # randomly flip images\n",
        "        vertical_flip=False)  # randomly flip images\n",
        "\n",
        "datagen.fit(x_train)"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "s6Lk2kHp_Ubb"
      },
      "source": [
        "# Training the Model"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 14,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 968
        },
        "id": "xliBZ7-a-zYL",
        "outputId": "85e47204-1217-460a-b886-be658d690a21"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "/usr/local/lib/python3.10/dist-packages/keras/src/layers/convolutional/base_conv.py:107: UserWarning: Do not pass an `input_shape`/`input_dim` argument to a layer. When using Sequential models, prefer using an `Input(shape)` object as the first layer in the model instead.\n",
            "  super().__init__(activity_regularizer=activity_regularizer, **kwargs)\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "\u001b[1mModel: \"sequential\"\u001b[0m\n"
            ],
            "text/html": [
              "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"font-weight: bold\">Model: \"sequential\"</span>\n",
              "</pre>\n"
            ]
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "┏━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━┓\n",
              "┃\u001b[1m \u001b[0m\u001b[1mLayer (type)                        \u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1mOutput Shape               \u001b[0m\u001b[1m \u001b[0m┃\u001b[1m \u001b[0m\u001b[1m        Param #\u001b[0m\u001b[1m \u001b[0m┃\n",
              "┡━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━┩\n",
              "│ conv2d (\u001b[38;5;33mConv2D\u001b[0m)                      │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m150\u001b[0m, \u001b[38;5;34m150\u001b[0m, \u001b[38;5;34m32\u001b[0m)        │             \u001b[38;5;34m320\u001b[0m │\n",
              "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n",
              "│ batch_normalization                  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m150\u001b[0m, \u001b[38;5;34m150\u001b[0m, \u001b[38;5;34m32\u001b[0m)        │             \u001b[38;5;34m128\u001b[0m │\n",
              "│ (\u001b[38;5;33mBatchNormalization\u001b[0m)                 │                             │                 │\n",
              "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n",
              "│ max_pooling2d (\u001b[38;5;33mMaxPooling2D\u001b[0m)         │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m75\u001b[0m, \u001b[38;5;34m75\u001b[0m, \u001b[38;5;34m32\u001b[0m)          │               \u001b[38;5;34m0\u001b[0m │\n",
              "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n",
              "│ conv2d_1 (\u001b[38;5;33mConv2D\u001b[0m)                    │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m75\u001b[0m, \u001b[38;5;34m75\u001b[0m, \u001b[38;5;34m64\u001b[0m)          │          \u001b[38;5;34m18,496\u001b[0m │\n",
              "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n",
              "│ dropout (\u001b[38;5;33mDropout\u001b[0m)                    │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m75\u001b[0m, \u001b[38;5;34m75\u001b[0m, \u001b[38;5;34m64\u001b[0m)          │               \u001b[38;5;34m0\u001b[0m │\n",
              "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n",
              "│ batch_normalization_1                │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m75\u001b[0m, \u001b[38;5;34m75\u001b[0m, \u001b[38;5;34m64\u001b[0m)          │             \u001b[38;5;34m256\u001b[0m │\n",
              "│ (\u001b[38;5;33mBatchNormalization\u001b[0m)                 │                             │                 │\n",
              "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n",
              "│ max_pooling2d_1 (\u001b[38;5;33mMaxPooling2D\u001b[0m)       │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m38\u001b[0m, \u001b[38;5;34m38\u001b[0m, \u001b[38;5;34m64\u001b[0m)          │               \u001b[38;5;34m0\u001b[0m │\n",
              "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n",
              "│ conv2d_2 (\u001b[38;5;33mConv2D\u001b[0m)                    │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m38\u001b[0m, \u001b[38;5;34m38\u001b[0m, \u001b[38;5;34m64\u001b[0m)          │          \u001b[38;5;34m36,928\u001b[0m │\n",
              "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n",
              "│ batch_normalization_2                │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m38\u001b[0m, \u001b[38;5;34m38\u001b[0m, \u001b[38;5;34m64\u001b[0m)          │             \u001b[38;5;34m256\u001b[0m │\n",
              "│ (\u001b[38;5;33mBatchNormalization\u001b[0m)                 │                             │                 │\n",
              "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n",
              "│ max_pooling2d_2 (\u001b[38;5;33mMaxPooling2D\u001b[0m)       │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m19\u001b[0m, \u001b[38;5;34m19\u001b[0m, \u001b[38;5;34m64\u001b[0m)          │               \u001b[38;5;34m0\u001b[0m │\n",
              "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n",
              "│ conv2d_3 (\u001b[38;5;33mConv2D\u001b[0m)                    │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m19\u001b[0m, \u001b[38;5;34m19\u001b[0m, \u001b[38;5;34m128\u001b[0m)         │          \u001b[38;5;34m73,856\u001b[0m │\n",
              "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n",
              "│ dropout_1 (\u001b[38;5;33mDropout\u001b[0m)                  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m19\u001b[0m, \u001b[38;5;34m19\u001b[0m, \u001b[38;5;34m128\u001b[0m)         │               \u001b[38;5;34m0\u001b[0m │\n",
              "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n",
              "│ batch_normalization_3                │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m19\u001b[0m, \u001b[38;5;34m19\u001b[0m, \u001b[38;5;34m128\u001b[0m)         │             \u001b[38;5;34m512\u001b[0m │\n",
              "│ (\u001b[38;5;33mBatchNormalization\u001b[0m)                 │                             │                 │\n",
              "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n",
              "│ max_pooling2d_3 (\u001b[38;5;33mMaxPooling2D\u001b[0m)       │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m10\u001b[0m, \u001b[38;5;34m10\u001b[0m, \u001b[38;5;34m128\u001b[0m)         │               \u001b[38;5;34m0\u001b[0m │\n",
              "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n",
              "│ conv2d_4 (\u001b[38;5;33mConv2D\u001b[0m)                    │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m10\u001b[0m, \u001b[38;5;34m10\u001b[0m, \u001b[38;5;34m256\u001b[0m)         │         \u001b[38;5;34m295,168\u001b[0m │\n",
              "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n",
              "│ dropout_2 (\u001b[38;5;33mDropout\u001b[0m)                  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m10\u001b[0m, \u001b[38;5;34m10\u001b[0m, \u001b[38;5;34m256\u001b[0m)         │               \u001b[38;5;34m0\u001b[0m │\n",
              "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n",
              "│ batch_normalization_4                │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m10\u001b[0m, \u001b[38;5;34m10\u001b[0m, \u001b[38;5;34m256\u001b[0m)         │           \u001b[38;5;34m1,024\u001b[0m │\n",
              "│ (\u001b[38;5;33mBatchNormalization\u001b[0m)                 │                             │                 │\n",
              "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n",
              "│ max_pooling2d_4 (\u001b[38;5;33mMaxPooling2D\u001b[0m)       │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m5\u001b[0m, \u001b[38;5;34m5\u001b[0m, \u001b[38;5;34m256\u001b[0m)           │               \u001b[38;5;34m0\u001b[0m │\n",
              "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n",
              "│ flatten (\u001b[38;5;33mFlatten\u001b[0m)                    │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m6400\u001b[0m)                │               \u001b[38;5;34m0\u001b[0m │\n",
              "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n",
              "│ dense (\u001b[38;5;33mDense\u001b[0m)                        │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m128\u001b[0m)                 │         \u001b[38;5;34m819,328\u001b[0m │\n",
              "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n",
              "│ dropout_3 (\u001b[38;5;33mDropout\u001b[0m)                  │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m128\u001b[0m)                 │               \u001b[38;5;34m0\u001b[0m │\n",
              "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n",
              "│ dense_1 (\u001b[38;5;33mDense\u001b[0m)                      │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m1\u001b[0m)                   │             \u001b[38;5;34m129\u001b[0m │\n",
              "└──────────────────────────────────────┴─────────────────────────────┴─────────────────┘\n"
            ],
            "text/html": [
              "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\">┏━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━┓\n",
              "┃<span style=\"font-weight: bold\"> Layer (type)                         </span>┃<span style=\"font-weight: bold\"> Output Shape                </span>┃<span style=\"font-weight: bold\">         Param # </span>┃\n",
              "┡━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━┩\n",
              "│ conv2d (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)                      │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">150</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">150</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>)        │             <span style=\"color: #00af00; text-decoration-color: #00af00\">320</span> │\n",
              "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n",
              "│ batch_normalization                  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">150</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">150</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>)        │             <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span> │\n",
              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalization</span>)                 │                             │                 │\n",
              "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n",
              "│ max_pooling2d (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">MaxPooling2D</span>)         │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">75</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">75</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>)          │               <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │\n",
              "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n",
              "│ conv2d_1 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)                    │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">75</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">75</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>)          │          <span style=\"color: #00af00; text-decoration-color: #00af00\">18,496</span> │\n",
              "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n",
              "│ dropout (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Dropout</span>)                    │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">75</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">75</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>)          │               <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │\n",
              "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n",
              "│ batch_normalization_1                │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">75</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">75</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>)          │             <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span> │\n",
              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalization</span>)                 │                             │                 │\n",
              "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n",
              "│ max_pooling2d_1 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">MaxPooling2D</span>)       │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">38</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">38</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>)          │               <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │\n",
              "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n",
              "│ conv2d_2 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)                    │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">38</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">38</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>)          │          <span style=\"color: #00af00; text-decoration-color: #00af00\">36,928</span> │\n",
              "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n",
              "│ batch_normalization_2                │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">38</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">38</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>)          │             <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span> │\n",
              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalization</span>)                 │                             │                 │\n",
              "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n",
              "│ max_pooling2d_2 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">MaxPooling2D</span>)       │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">19</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">19</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">64</span>)          │               <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │\n",
              "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n",
              "│ conv2d_3 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)                    │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">19</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">19</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)         │          <span style=\"color: #00af00; text-decoration-color: #00af00\">73,856</span> │\n",
              "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n",
              "│ dropout_1 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Dropout</span>)                  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">19</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">19</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)         │               <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │\n",
              "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n",
              "│ batch_normalization_3                │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">19</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">19</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)         │             <span style=\"color: #00af00; text-decoration-color: #00af00\">512</span> │\n",
              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalization</span>)                 │                             │                 │\n",
              "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n",
              "│ max_pooling2d_3 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">MaxPooling2D</span>)       │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">10</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">10</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)         │               <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │\n",
              "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n",
              "│ conv2d_4 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Conv2D</span>)                    │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">10</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">10</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)         │         <span style=\"color: #00af00; text-decoration-color: #00af00\">295,168</span> │\n",
              "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n",
              "│ dropout_2 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Dropout</span>)                  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">10</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">10</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)         │               <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │\n",
              "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n",
              "│ batch_normalization_4                │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">10</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">10</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)         │           <span style=\"color: #00af00; text-decoration-color: #00af00\">1,024</span> │\n",
              "│ (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">BatchNormalization</span>)                 │                             │                 │\n",
              "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n",
              "│ max_pooling2d_4 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">MaxPooling2D</span>)       │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">5</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">5</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">256</span>)           │               <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │\n",
              "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n",
              "│ flatten (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Flatten</span>)                    │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">6400</span>)                │               <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │\n",
              "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n",
              "│ dense (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Dense</span>)                        │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)                 │         <span style=\"color: #00af00; text-decoration-color: #00af00\">819,328</span> │\n",
              "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n",
              "│ dropout_3 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Dropout</span>)                  │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">128</span>)                 │               <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │\n",
              "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n",
              "│ dense_1 (<span style=\"color: #0087ff; text-decoration-color: #0087ff\">Dense</span>)                      │ (<span style=\"color: #00d7ff; text-decoration-color: #00d7ff\">None</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">1</span>)                   │             <span style=\"color: #00af00; text-decoration-color: #00af00\">129</span> │\n",
              "└──────────────────────────────────────┴─────────────────────────────┴─────────────────┘\n",
              "</pre>\n"
            ]
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "\u001b[1m Total params: \u001b[0m\u001b[38;5;34m1,246,401\u001b[0m (4.75 MB)\n"
            ],
            "text/html": [
              "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"font-weight: bold\"> Total params: </span><span style=\"color: #00af00; text-decoration-color: #00af00\">1,246,401</span> (4.75 MB)\n",
              "</pre>\n"
            ]
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "\u001b[1m Trainable params: \u001b[0m\u001b[38;5;34m1,245,313\u001b[0m (4.75 MB)\n"
            ],
            "text/html": [
              "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"font-weight: bold\"> Trainable params: </span><span style=\"color: #00af00; text-decoration-color: #00af00\">1,245,313</span> (4.75 MB)\n",
              "</pre>\n"
            ]
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "\u001b[1m Non-trainable params: \u001b[0m\u001b[38;5;34m1,088\u001b[0m (4.25 KB)\n"
            ],
            "text/html": [
              "<pre style=\"white-space:pre;overflow-x:auto;line-height:normal;font-family:Menlo,'DejaVu Sans Mono',consolas,'Courier New',monospace\"><span style=\"font-weight: bold\"> Non-trainable params: </span><span style=\"color: #00af00; text-decoration-color: #00af00\">1,088</span> (4.25 KB)\n",
              "</pre>\n"
            ]
          },
          "metadata": {}
        }
      ],
      "source": [
        "model = Sequential()\n",
        "model.add(Conv2D(32 , (3,3) , strides = 1 , padding = 'same' , activation = 'relu' , input_shape = (150,150,1)))\n",
        "model.add(BatchNormalization())\n",
        "model.add(MaxPool2D((2,2) , strides = 2 , padding = 'same'))\n",
        "model.add(Conv2D(64 , (3,3) , strides = 1 , padding = 'same' , activation = 'relu'))\n",
        "model.add(Dropout(0.1))\n",
        "model.add(BatchNormalization())\n",
        "model.add(MaxPool2D((2,2) , strides = 2 , padding = 'same'))\n",
        "model.add(Conv2D(64 , (3,3) , strides = 1 , padding = 'same' , activation = 'relu'))\n",
        "model.add(BatchNormalization())\n",
        "model.add(MaxPool2D((2,2) , strides = 2 , padding = 'same'))\n",
        "model.add(Conv2D(128 , (3,3) , strides = 1 , padding = 'same' , activation = 'relu'))\n",
        "model.add(Dropout(0.2))\n",
        "model.add(BatchNormalization())\n",
        "model.add(MaxPool2D((2,2) , strides = 2 , padding = 'same'))\n",
        "model.add(Conv2D(256 , (3,3) , strides = 1 , padding = 'same' , activation = 'relu'))\n",
        "model.add(Dropout(0.2))\n",
        "model.add(BatchNormalization())\n",
        "model.add(MaxPool2D((2,2) , strides = 2 , padding = 'same'))\n",
        "model.add(Flatten())\n",
        "model.add(Dense(units = 128 , activation = 'relu'))\n",
        "model.add(Dropout(0.2))\n",
        "model.add(Dense(units = 1 , activation = 'sigmoid'))\n",
        "model.compile(optimizer = \"rmsprop\" , loss = 'binary_crossentropy' , metrics = ['accuracy'])\n",
        "model.summary()"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 15,
      "metadata": {
        "id": "4HtpmhDy-191"
      },
      "outputs": [],
      "source": [
        "learning_rate_reduction = ReduceLROnPlateau(monitor='val_accuracy', patience = 2, verbose=1,factor=0.3, min_lr=0.000001)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 16,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "HiC-T4ry-3jN",
        "outputId": "3d5abef1-565a-4781-9474-bfe985d5145e"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Epoch 1/12\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "/usr/local/lib/python3.10/dist-packages/keras/src/trainers/data_adapters/py_dataset_adapter.py:121: UserWarning: Your `PyDataset` class should call `super().__init__(**kwargs)` in its constructor. `**kwargs` can include `workers`, `use_multiprocessing`, `max_queue_size`. Do not pass these arguments to `fit()`, as they will be ignored.\n",
            "  self._warn_if_super_not_called()\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "\u001b[1m163/163\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m28s\u001b[0m 86ms/step - accuracy: 0.7932 - loss: 1.0973 - val_accuracy: 0.5000 - val_loss: 14.5942 - learning_rate: 0.0010\n",
            "Epoch 2/12\n",
            "\u001b[1m163/163\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m28s\u001b[0m 74ms/step - accuracy: 0.8877 - loss: 0.2828 - val_accuracy: 0.5000 - val_loss: 52.7747 - learning_rate: 0.0010\n",
            "Epoch 3/12\n",
            "\u001b[1m162/163\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m━\u001b[0m \u001b[1m0s\u001b[0m 76ms/step - accuracy: 0.9090 - loss: 0.2635\n",
            "Epoch 3: ReduceLROnPlateau reducing learning rate to 0.0003000000142492354.\n",
            "\u001b[1m163/163\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m21s\u001b[0m 76ms/step - accuracy: 0.9091 - loss: 0.2632 - val_accuracy: 0.5000 - val_loss: 19.3446 - learning_rate: 0.0010\n",
            "Epoch 4/12\n",
            "\u001b[1m163/163\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m13s\u001b[0m 79ms/step - accuracy: 0.9422 - loss: 0.1897 - val_accuracy: 0.5000 - val_loss: 65.9191 - learning_rate: 3.0000e-04\n",
            "Epoch 5/12\n",
            "\u001b[1m162/163\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m━\u001b[0m \u001b[1m0s\u001b[0m 75ms/step - accuracy: 0.9480 - loss: 0.1412\n",
            "Epoch 5: ReduceLROnPlateau reducing learning rate to 9.000000427477062e-05.\n",
            "\u001b[1m163/163\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m20s\u001b[0m 75ms/step - accuracy: 0.9480 - loss: 0.1411 - val_accuracy: 0.5000 - val_loss: 2.5306 - learning_rate: 3.0000e-04\n",
            "Epoch 6/12\n",
            "\u001b[1m163/163\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m20s\u001b[0m 74ms/step - accuracy: 0.9557 - loss: 0.1270 - val_accuracy: 0.8125 - val_loss: 0.4879 - learning_rate: 9.0000e-05\n",
            "Epoch 7/12\n",
            "\u001b[1m163/163\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m12s\u001b[0m 73ms/step - accuracy: 0.9586 - loss: 0.1129 - val_accuracy: 0.5000 - val_loss: 3.8099 - learning_rate: 9.0000e-05\n",
            "Epoch 8/12\n",
            "\u001b[1m163/163\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m12s\u001b[0m 73ms/step - accuracy: 0.9652 - loss: 0.1032 - val_accuracy: 0.9375 - val_loss: 0.4050 - learning_rate: 9.0000e-05\n",
            "Epoch 9/12\n",
            "\u001b[1m163/163\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m12s\u001b[0m 72ms/step - accuracy: 0.9683 - loss: 0.1111 - val_accuracy: 0.8125 - val_loss: 0.3848 - learning_rate: 9.0000e-05\n",
            "Epoch 10/12\n",
            "\u001b[1m162/163\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m━\u001b[0m \u001b[1m0s\u001b[0m 70ms/step - accuracy: 0.9668 - loss: 0.0916\n",
            "Epoch 10: ReduceLROnPlateau reducing learning rate to 2.700000040931627e-05.\n",
            "\u001b[1m163/163\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m12s\u001b[0m 70ms/step - accuracy: 0.9668 - loss: 0.0917 - val_accuracy: 0.8750 - val_loss: 0.2711 - learning_rate: 9.0000e-05\n",
            "Epoch 11/12\n",
            "\u001b[1m163/163\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m12s\u001b[0m 68ms/step - accuracy: 0.9635 - loss: 0.0988 - val_accuracy: 0.5000 - val_loss: 1.6780 - learning_rate: 2.7000e-05\n",
            "Epoch 12/12\n",
            "\u001b[1m162/163\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m━\u001b[0m \u001b[1m0s\u001b[0m 71ms/step - accuracy: 0.9584 - loss: 0.1090\n",
            "Epoch 12: ReduceLROnPlateau reducing learning rate to 8.100000013655517e-06.\n",
            "\u001b[1m163/163\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m12s\u001b[0m 71ms/step - accuracy: 0.9585 - loss: 0.1089 - val_accuracy: 0.6250 - val_loss: 2.0408 - learning_rate: 2.7000e-05\n"
          ]
        }
      ],
      "source": [
        "history = model.fit(datagen.flow(x_train,y_train, batch_size = 32) ,epochs = 12 , validation_data = datagen.flow(x_val, y_val) ,callbacks = [learning_rate_reduction])"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 17,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "I6-gFU1J-5kN",
        "outputId": "cb01a4b7-5a38-4c40-c797-8b7c3a200007"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "\u001b[1m20/20\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 7ms/step - accuracy: 0.9454 - loss: 0.1771\n",
            "Loss of the model is -  0.29609838128089905\n",
            "\u001b[1m20/20\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m0s\u001b[0m 7ms/step - accuracy: 0.9454 - loss: 0.1771\n",
            "Accuracy of the model is -  91.82692170143127 %\n"
          ]
        }
      ],
      "source": [
        "print(\"Loss of the model is - \" , model.evaluate(x_test,y_test)[0])\n",
        "print(\"Accuracy of the model is - \" , model.evaluate(x_test,y_test)[1]*100 , \"%\")"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "A3Ku0zUT_Za2"
      },
      "source": [
        "# Analysis after Model Training"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 18,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 788
        },
        "id": "BQc0EgeS-7Ge",
        "outputId": "fb569faf-3272-437e-ec4b-a7df1d3a67c4"
      },
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 2000x1000 with 2 Axes>"
            ],
            "image/png": 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          },
          "metadata": {}
        }
      ],
      "source": [
        "epochs = [i for i in range(12)]\n",
        "fig , ax = plt.subplots(1,2)\n",
        "train_acc = history.history['accuracy']\n",
        "train_loss = history.history['loss']\n",
        "val_acc = history.history['val_accuracy']\n",
        "val_loss = history.history['val_loss']\n",
        "fig.set_size_inches(20,10)\n",
        "\n",
        "ax[0].plot(epochs , train_acc , 'go-' , label = 'Training Accuracy')\n",
        "ax[0].plot(epochs , val_acc , 'ro-' , label = 'Validation Accuracy')\n",
        "ax[0].set_title('Training & Validation Accuracy')\n",
        "ax[0].legend()\n",
        "ax[0].set_xlabel(\"Epochs\")\n",
        "ax[0].set_ylabel(\"Accuracy\")\n",
        "\n",
        "ax[1].plot(epochs , train_loss , 'g-o' , label = 'Training Loss')\n",
        "ax[1].plot(epochs , val_loss , 'r-o' , label = 'Validation Loss')\n",
        "ax[1].set_title('Testing Accuracy & Loss')\n",
        "ax[1].legend()\n",
        "ax[1].set_xlabel(\"Epochs\")\n",
        "ax[1].set_ylabel(\"Training & Validation Loss\")\n",
        "plt.show()"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 19,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "MBEgAHt7-8pn",
        "outputId": "24283130-90f5-4118-ef1a-c93b25e4f9a7"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "\u001b[1m20/20\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 58ms/step\n"
          ]
        },
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "array([0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0])"
            ]
          },
          "metadata": {},
          "execution_count": 19
        }
      ],
      "source": [
        "predictions = model.predict(x_test)\n",
        "predictions = np.argmax(predictions, axis=1)\n",
        "predictions[:15]"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 20,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "bUV7Fds6--Sv",
        "outputId": "bd2c5690-cf5b-45e3-8b7e-5648bce73f34"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "                     precision    recall  f1-score   support\n",
            "\n",
            "Pneumonia (Class 0)       0.62      1.00      0.77       390\n",
            "   Normal (Class 1)       0.00      0.00      0.00       234\n",
            "\n",
            "           accuracy                           0.62       624\n",
            "          macro avg       0.31      0.50      0.38       624\n",
            "       weighted avg       0.39      0.62      0.48       624\n",
            "\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "/usr/local/lib/python3.10/dist-packages/sklearn/metrics/_classification.py:1531: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.\n",
            "  _warn_prf(average, modifier, f\"{metric.capitalize()} is\", len(result))\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/metrics/_classification.py:1531: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.\n",
            "  _warn_prf(average, modifier, f\"{metric.capitalize()} is\", len(result))\n",
            "/usr/local/lib/python3.10/dist-packages/sklearn/metrics/_classification.py:1531: UndefinedMetricWarning: Precision is ill-defined and being set to 0.0 in labels with no predicted samples. Use `zero_division` parameter to control this behavior.\n",
            "  _warn_prf(average, modifier, f\"{metric.capitalize()} is\", len(result))\n"
          ]
        }
      ],
      "source": [
        "print(classification_report(y_test, predictions, target_names = ['Pneumonia (Class 0)','Normal (Class 1)']))"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 25,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "geGhQbd9-_kH",
        "outputId": "0d04ba96-85ba-400f-861e-c56cb859cd6d"
      },
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "array([[390,   0],\n",
              "       [234,   0]])"
            ]
          },
          "metadata": {},
          "execution_count": 25
        }
      ],
      "source": [
        "cm = confusion_matrix(y_test,predictions)\n",
        "cm"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 26,
      "metadata": {
        "id": "oMotpvXI_BMo"
      },
      "outputs": [],
      "source": [
        "cm = pd.DataFrame(cm , index = ['0','1'] , columns = ['0','1'])"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 27,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 867
        },
        "id": "iiglGKOp_CX1",
        "outputId": "31d1f5b7-503c-4511-db38-d87aa93e8431"
      },
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<Axes: >"
            ]
          },
          "metadata": {},
          "execution_count": 27
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1000x1000 with 2 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ],
      "source": [
        "plt.figure(figsize = (10,10))\n",
        "sns.heatmap(cm,cmap= \"Blues\", linecolor = 'black' , linewidth = 1 , annot = True, fmt='',xticklabels = labels,yticklabels = labels)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 28,
      "metadata": {
        "id": "nSacV94J_Dla"
      },
      "outputs": [],
      "source": [
        "correct = np.nonzero(predictions == y_test)[0]\n",
        "incorrect = np.nonzero(predictions != y_test)[0]"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 29,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 542
        },
        "id": "R9DmIxWu_EuM",
        "outputId": "ee8041f4-a8d2-4467-a187-03f700232189"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "<ipython-input-29-3b0e8ec19e68>:3: MatplotlibDeprecationWarning: Auto-removal of overlapping axes is deprecated since 3.6 and will be removed two minor releases later; explicitly call ax.remove() as needed.\n",
            "  plt.subplot(3,2,i+1)\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 640x480 with 5 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ],
      "source": [
        "i = 0\n",
        "for c in correct[:6]:\n",
        "    plt.subplot(3,2,i+1)\n",
        "    plt.xticks([])\n",
        "    plt.yticks([])\n",
        "    plt.imshow(x_test[c].reshape(150,150), cmap=\"gray\", interpolation='none')\n",
        "    plt.title(\"Predicted Class {},Actual Class {}\".format(predictions[c], y_test[c]))\n",
        "    plt.tight_layout()\n",
        "    i += 1"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": 30,
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 542
        },
        "id": "inTPqOpR_GEV",
        "outputId": "d3a880c8-034c-4edc-92d6-280c77a80e64"
      },
      "outputs": [
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "<ipython-input-30-d863d2b73908>:3: MatplotlibDeprecationWarning: Auto-removal of overlapping axes is deprecated since 3.6 and will be removed two minor releases later; explicitly call ax.remove() as needed.\n",
            "  plt.subplot(3,2,i+1)\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 640x480 with 5 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ],
      "source": [
        "i = 0\n",
        "for c in incorrect[:6]:\n",
        "    plt.subplot(3,2,i+1)\n",
        "    plt.xticks([])\n",
        "    plt.yticks([])\n",
        "    plt.imshow(x_test[c].reshape(150,150), cmap=\"gray\", interpolation='none')\n",
        "    plt.title(\"Predicted Class {},Actual Class {}\".format(predictions[c], y_test[c]))\n",
        "    plt.tight_layout()\n",
        "    i += 1"
      ]
    }
  ],
  "metadata": {
    "colab": {
      "provenance": [],
      "gpuType": "T4",
      "authorship_tag": "ABX9TyOuZmcnZpuALWzez1RLVtju",
      "include_colab_link": true
    },
    "kernelspec": {
      "display_name": "Python 3",
      "name": "python3"
    },
    "language_info": {
      "name": "python"
    },
    "accelerator": "GPU"
  },
  "nbformat": 4,
  "nbformat_minor": 0
}
No results found