{
  "nbformat": 4,
  "nbformat_minor": 0,
  "metadata": {
    "colab": {
      "provenance": [],
      "gpuType": "T4",
      "authorship_tag": "ABX9TyPlrue7y/mbUEheqqMg5SiI",
      "include_colab_link": true
    },
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
    },
    "language_info": {
      "name": "python"
    },
    "accelerator": "GPU"
  },
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "view-in-github",
        "colab_type": "text"
      },
      "source": [
        "<a href=\"https://colab.research.google.com/github/Indian1999/csutortok_17/blob/main/random_kepek.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": "k0_fxJqXdbBr"
      },
      "outputs": [],
      "source": [
        "import numpy as np\n",
        "import matplotlib.pyplot as plt\n",
        "import os\n",
        "import cv2 as cv\n",
        "\n",
        "from keras.models import Sequential\n",
        "from keras.layers import Dense, Conv2D, MaxPooling2D, Flatten, Dropout\n",
        "from sklearn.preprocessing import LabelBinarizer\n",
        "from sklearn.model_selection import train_test_split\n",
        "from tensorflow.keras.preprocessing.image import ImageDataGenerator\n",
        "from google.colab import drive"
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "drive.mount('/content/drive/')"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "3KKqLxRSjmWp",
        "outputId": "349313a0-431d-4093-a3d7-870a1e89f685"
      },
      "execution_count": 2,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Mounted at /content/drive/\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "x = []\n",
        "y = []\n",
        "input_size = (90, 90, 3)\n",
        "path = '/content/drive/MyDrive/csut_kepek/'\n",
        "for folder in os.listdir(path):\n",
        "    for file in os.listdir(os.path.join(path, folder)):\n",
        "        if \".HEIC\" in file or \".avif\" in file:\n",
        "            continue\n",
        "        img_path = os.path.join(path, folder, file)\n",
        "        img = cv.imread(img_path)\n",
        "        img = cv.resize(img, (input_size[1], input_size[0]))\n",
        "        x.append(img)\n",
        "        y.append(folder)"
      ],
      "metadata": {
        "id": "7Tm7fG_1gdy0",
        "collapsed": true
      },
      "execution_count": 3,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "x = np.array(x)\n",
        "y = np.array(y)\n",
        "\n",
        "indeces = np.random.randint(0, len(x), size = 25)\n",
        "images = x[indeces]\n",
        "labels = y[indeces]\n",
        "\n",
        "for i in range(25):\n",
        "    plt.subplot(5,5,i+1)\n",
        "    plt.imshow(images[i])\n",
        "    plt.xlabel(labels[i])\n",
        "    plt.xticks([])\n",
        "    plt.yticks([])\n",
        "    plt.tight_layout()\n",
        "plt.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 486
        },
        "collapsed": true,
        "id": "VRMZi52Ymm7s",
        "outputId": "0c5db3ca-b14a-4ac2-f5a0-311039f9f293"
      },
      "execution_count": 4,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 640x480 with 25 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "x = x.astype('float32') / 255\n",
        "lb = LabelBinarizer()\n",
        "y = lb.fit_transform(y)\n",
        "print(y[0])\n",
        "print(x[0])"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "collapsed": true,
        "id": "GGskUSTXdgVr",
        "outputId": "afe55d62-5961-4756-ae9c-e8f2ca485f28"
      },
      "execution_count": 5,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "[0 0 0 0 0 0 1 0]\n",
            "[[[0.9607843  0.9137255  0.90588236]\n",
            "  [0.9607843  0.9137255  0.90588236]\n",
            "  [0.9607843  0.9137255  0.90588236]\n",
            "  ...\n",
            "  [0.9411765  0.88235295 0.8745098 ]\n",
            "  [0.9411765  0.88235295 0.8745098 ]\n",
            "  [0.9411765  0.88235295 0.8745098 ]]\n",
            "\n",
            " [[0.9607843  0.9137255  0.90588236]\n",
            "  [0.9607843  0.9137255  0.90588236]\n",
            "  [0.9607843  0.9137255  0.90588236]\n",
            "  ...\n",
            "  [0.9411765  0.88235295 0.8745098 ]\n",
            "  [0.9411765  0.88235295 0.8745098 ]\n",
            "  [0.9411765  0.88235295 0.8745098 ]]\n",
            "\n",
            " [[0.9607843  0.9137255  0.90588236]\n",
            "  [0.9607843  0.9137255  0.90588236]\n",
            "  [0.9607843  0.9137255  0.90588236]\n",
            "  ...\n",
            "  [0.9411765  0.88235295 0.8745098 ]\n",
            "  [0.9411765  0.88235295 0.8745098 ]\n",
            "  [0.9411765  0.88235295 0.8745098 ]]\n",
            "\n",
            " ...\n",
            "\n",
            " [[0.96862745 0.93333334 0.92156863]\n",
            "  [0.96862745 0.93333334 0.92156863]\n",
            "  [0.96862745 0.93333334 0.92156863]\n",
            "  ...\n",
            "  [0.972549   0.9137255  0.9098039 ]\n",
            "  [0.972549   0.9137255  0.90588236]\n",
            "  [0.96862745 0.9098039  0.9019608 ]]\n",
            "\n",
            " [[0.96862745 0.93333334 0.92156863]\n",
            "  [0.96862745 0.93333334 0.92156863]\n",
            "  [0.96862745 0.93333334 0.92156863]\n",
            "  ...\n",
            "  [0.972549   0.9137255  0.90588236]\n",
            "  [0.972549   0.9137255  0.90588236]\n",
            "  [0.96862745 0.9098039  0.9019608 ]]\n",
            "\n",
            " [[0.972549   0.9372549  0.9254902 ]\n",
            "  [0.972549   0.9372549  0.9254902 ]\n",
            "  [0.972549   0.9372549  0.9254902 ]\n",
            "  ...\n",
            "  [0.972549   0.9098039  0.9019608 ]\n",
            "  [0.9764706  0.90588236 0.8980392 ]\n",
            "  [0.96862745 0.8980392  0.8862745 ]]]\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "datagen = ImageDataGenerator(\n",
        "    rotation_range=40,\n",
        "    zoom_range=0.15,\n",
        "    width_shift_range=0.2,\n",
        "    height_shift_range=0.2,\n",
        "    shear_range=0.15,\n",
        "    horizontal_flip=True)"
      ],
      "metadata": {
        "id": "3ObIYyase9VS"
      },
      "execution_count": 6,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "model = Sequential()\n",
        "model.add(Conv2D(32, (5, 5), activation='relu', input_shape=input_size))\n",
        "model.add(MaxPooling2D((2, 2)))\n",
        "\n",
        "model.add(Conv2D(16, (5, 5), padding = \"same\", activation='relu'))\n",
        "model.add(MaxPooling2D((2, 2)))\n",
        "\n",
        "model.add(Flatten()) #Kiegyenesítjük a mátrix\n",
        "model.add(Dense(128, activation='relu'))\n",
        "model.add(Dropout(0.2))\n",
        "model.add(Dense(64, activation='relu'))\n",
        "model.add(Dropout(0.2))\n",
        "model.add(Dense(32, activation='relu'))\n",
        "model.add(Dropout(0.2))\n",
        "model.add(Dense(len(y[0]), activation = \"softmax\"))\n",
        "model.summary()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 595
        },
        "collapsed": true,
        "id": "ocZUDIwQfZyH",
        "outputId": "fb806962-8a52-42f8-9dd6-65d62487775c"
      },
      "execution_count": 63,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "/usr/local/lib/python3.11/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_13\"\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_13\"</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_34 (\u001b[38;5;33mConv2D\u001b[0m)                   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m86\u001b[0m, \u001b[38;5;34m86\u001b[0m, \u001b[38;5;34m32\u001b[0m)          │           \u001b[38;5;34m2,432\u001b[0m │\n",
              "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n",
              "│ max_pooling2d_28 (\u001b[38;5;33mMaxPooling2D\u001b[0m)      │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m43\u001b[0m, \u001b[38;5;34m43\u001b[0m, \u001b[38;5;34m32\u001b[0m)          │               \u001b[38;5;34m0\u001b[0m │\n",
              "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n",
              "│ conv2d_35 (\u001b[38;5;33mConv2D\u001b[0m)                   │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m43\u001b[0m, \u001b[38;5;34m43\u001b[0m, \u001b[38;5;34m16\u001b[0m)          │          \u001b[38;5;34m12,816\u001b[0m │\n",
              "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n",
              "│ max_pooling2d_29 (\u001b[38;5;33mMaxPooling2D\u001b[0m)      │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m21\u001b[0m, \u001b[38;5;34m21\u001b[0m, \u001b[38;5;34m16\u001b[0m)          │               \u001b[38;5;34m0\u001b[0m │\n",
              "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n",
              "│ flatten_13 (\u001b[38;5;33mFlatten\u001b[0m)                 │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m7056\u001b[0m)                │               \u001b[38;5;34m0\u001b[0m │\n",
              "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n",
              "│ dense_49 (\u001b[38;5;33mDense\u001b[0m)                     │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m128\u001b[0m)                 │         \u001b[38;5;34m903,296\u001b[0m │\n",
              "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n",
              "│ dropout_12 (\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_50 (\u001b[38;5;33mDense\u001b[0m)                     │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m64\u001b[0m)                  │           \u001b[38;5;34m8,256\u001b[0m │\n",
              "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n",
              "│ dropout_13 (\u001b[38;5;33mDropout\u001b[0m)                 │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m64\u001b[0m)                  │               \u001b[38;5;34m0\u001b[0m │\n",
              "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n",
              "│ dense_51 (\u001b[38;5;33mDense\u001b[0m)                     │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m32\u001b[0m)                  │           \u001b[38;5;34m2,080\u001b[0m │\n",
              "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n",
              "│ dropout_14 (\u001b[38;5;33mDropout\u001b[0m)                 │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m32\u001b[0m)                  │               \u001b[38;5;34m0\u001b[0m │\n",
              "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n",
              "│ dense_52 (\u001b[38;5;33mDense\u001b[0m)                     │ (\u001b[38;5;45mNone\u001b[0m, \u001b[38;5;34m8\u001b[0m)                   │             \u001b[38;5;34m264\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_34 (<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\">86</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">86</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>)          │           <span style=\"color: #00af00; text-decoration-color: #00af00\">2,432</span> │\n",
              "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n",
              "│ max_pooling2d_28 (<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\">43</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">43</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">32</span>)          │               <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │\n",
              "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n",
              "│ conv2d_35 (<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\">43</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">43</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">16</span>)          │          <span style=\"color: #00af00; text-decoration-color: #00af00\">12,816</span> │\n",
              "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n",
              "│ max_pooling2d_29 (<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\">21</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">21</span>, <span style=\"color: #00af00; text-decoration-color: #00af00\">16</span>)          │               <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │\n",
              "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n",
              "│ flatten_13 (<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\">7056</span>)                │               <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │\n",
              "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n",
              "│ dense_49 (<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\">903,296</span> │\n",
              "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n",
              "│ dropout_12 (<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_50 (<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\">64</span>)                  │           <span style=\"color: #00af00; text-decoration-color: #00af00\">8,256</span> │\n",
              "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n",
              "│ dropout_13 (<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\">64</span>)                  │               <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │\n",
              "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n",
              "│ dense_51 (<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\">32</span>)                  │           <span style=\"color: #00af00; text-decoration-color: #00af00\">2,080</span> │\n",
              "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n",
              "│ dropout_14 (<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\">32</span>)                  │               <span style=\"color: #00af00; text-decoration-color: #00af00\">0</span> │\n",
              "├──────────────────────────────────────┼─────────────────────────────┼─────────────────┤\n",
              "│ dense_52 (<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\">8</span>)                   │             <span style=\"color: #00af00; text-decoration-color: #00af00\">264</span> │\n",
              "└──────────────────────────────────────┴─────────────────────────────┴─────────────────┘\n",
              "</pre>\n"
            ]
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "\u001b[1m Total params: \u001b[0m\u001b[38;5;34m929,144\u001b[0m (3.54 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\">929,144</span> (3.54 MB)\n",
              "</pre>\n"
            ]
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "\u001b[1m Trainable params: \u001b[0m\u001b[38;5;34m929,144\u001b[0m (3.54 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\">929,144</span> (3.54 MB)\n",
              "</pre>\n"
            ]
          },
          "metadata": {}
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "\u001b[1m Non-trainable params: \u001b[0m\u001b[38;5;34m0\u001b[0m (0.00 B)\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\">0</span> (0.00 B)\n",
              "</pre>\n"
            ]
          },
          "metadata": {}
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "from keras.optimizers import Adam\n",
        "model.compile(optimizer=Adam(learning_rate=0.001), loss=\"categorical_crossentropy\", metrics=[\"accuracy\"])"
      ],
      "metadata": {
        "id": "ozLGaQX0hp3d"
      },
      "execution_count": 64,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "model.fit(datagen.flow(x, y, batch_size = 128), epochs = 100)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "collapsed": true,
        "id": "Pm4Mnkb_hyYD",
        "outputId": "a7f7ee05-d331-4ca3-9a1d-21a79bb4ad55"
      },
      "execution_count": 65,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Epoch 1/100\n",
            "\u001b[1m4/4\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m7s\u001b[0m 873ms/step - accuracy: 0.1451 - loss: 2.1177\n",
            "Epoch 2/100\n",
            "\u001b[1m4/4\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 376ms/step - accuracy: 0.2606 - loss: 2.0189\n",
            "Epoch 3/100\n",
            "\u001b[1m4/4\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 226ms/step - accuracy: 0.2538 - loss: 1.9702\n",
            "Epoch 4/100\n",
            "\u001b[1m4/4\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 214ms/step - accuracy: 0.3702 - loss: 1.8309\n",
            "Epoch 5/100\n",
            "\u001b[1m4/4\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 222ms/step - accuracy: 0.3924 - loss: 1.7154\n",
            "Epoch 6/100\n",
            "\u001b[1m4/4\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 343ms/step - accuracy: 0.3789 - loss: 1.7580\n",
            "Epoch 7/100\n",
            "\u001b[1m4/4\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 370ms/step - accuracy: 0.3856 - loss: 1.6905\n",
            "Epoch 8/100\n",
            "\u001b[1m4/4\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 305ms/step - accuracy: 0.4219 - loss: 1.6376\n",
            "Epoch 9/100\n",
            "\u001b[1m4/4\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 226ms/step - accuracy: 0.4700 - loss: 1.5759\n",
            "Epoch 10/100\n",
            "\u001b[1m4/4\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 247ms/step - accuracy: 0.4464 - loss: 1.6188\n",
            "Epoch 11/100\n",
            "\u001b[1m4/4\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 246ms/step - accuracy: 0.4280 - loss: 1.5753\n",
            "Epoch 12/100\n",
            "\u001b[1m4/4\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 223ms/step - accuracy: 0.4547 - loss: 1.5348\n",
            "Epoch 13/100\n",
            "\u001b[1m4/4\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 230ms/step - accuracy: 0.4740 - loss: 1.4814\n",
            "Epoch 14/100\n",
            "\u001b[1m4/4\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 216ms/step - accuracy: 0.4129 - loss: 1.5400\n",
            "Epoch 15/100\n",
            "\u001b[1m4/4\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 216ms/step - accuracy: 0.4270 - loss: 1.5877\n",
            "Epoch 16/100\n",
            "\u001b[1m4/4\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 210ms/step - accuracy: 0.5283 - loss: 1.4337\n",
            "Epoch 17/100\n",
            "\u001b[1m4/4\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 229ms/step - accuracy: 0.5035 - loss: 1.4633\n",
            "Epoch 18/100\n",
            "\u001b[1m4/4\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 255ms/step - accuracy: 0.4964 - loss: 1.4237\n",
            "Epoch 19/100\n",
            "\u001b[1m4/4\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 363ms/step - accuracy: 0.5321 - loss: 1.3923\n",
            "Epoch 20/100\n",
            "\u001b[1m4/4\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 374ms/step - accuracy: 0.5358 - loss: 1.3492\n",
            "Epoch 21/100\n",
            "\u001b[1m4/4\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 221ms/step - accuracy: 0.5367 - loss: 1.3594\n",
            "Epoch 22/100\n",
            "\u001b[1m4/4\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 229ms/step - accuracy: 0.5629 - loss: 1.3107\n",
            "Epoch 23/100\n",
            "\u001b[1m4/4\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 220ms/step - accuracy: 0.5563 - loss: 1.3082\n",
            "Epoch 24/100\n",
            "\u001b[1m4/4\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 219ms/step - accuracy: 0.5676 - loss: 1.3110\n",
            "Epoch 25/100\n",
            "\u001b[1m4/4\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 224ms/step - accuracy: 0.5652 - loss: 1.2997\n",
            "Epoch 26/100\n",
            "\u001b[1m4/4\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 249ms/step - accuracy: 0.5912 - loss: 1.2767\n",
            "Epoch 27/100\n",
            "\u001b[1m4/4\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 220ms/step - accuracy: 0.5738 - loss: 1.2927\n",
            "Epoch 28/100\n",
            "\u001b[1m4/4\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 248ms/step - accuracy: 0.5970 - loss: 1.2202\n",
            "Epoch 29/100\n",
            "\u001b[1m4/4\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 216ms/step - accuracy: 0.5713 - loss: 1.2712\n",
            "Epoch 30/100\n",
            "\u001b[1m4/4\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 214ms/step - accuracy: 0.6546 - loss: 1.1255\n",
            "Epoch 31/100\n",
            "\u001b[1m4/4\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 393ms/step - accuracy: 0.6204 - loss: 1.2063\n",
            "Epoch 32/100\n",
            "\u001b[1m4/4\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 376ms/step - accuracy: 0.6145 - loss: 1.1986\n",
            "Epoch 33/100\n",
            "\u001b[1m4/4\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 229ms/step - accuracy: 0.5975 - loss: 1.2846\n",
            "Epoch 34/100\n",
            "\u001b[1m4/4\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 222ms/step - accuracy: 0.5987 - loss: 1.1833\n",
            "Epoch 35/100\n",
            "\u001b[1m4/4\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 242ms/step - accuracy: 0.5666 - loss: 1.2435\n",
            "Epoch 36/100\n",
            "\u001b[1m4/4\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 247ms/step - accuracy: 0.6112 - loss: 1.1845\n",
            "Epoch 37/100\n",
            "\u001b[1m4/4\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 214ms/step - accuracy: 0.6117 - loss: 1.1746\n",
            "Epoch 38/100\n",
            "\u001b[1m4/4\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 213ms/step - accuracy: 0.5998 - loss: 1.2087\n",
            "Epoch 39/100\n",
            "\u001b[1m4/4\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 217ms/step - accuracy: 0.6431 - loss: 1.0974\n",
            "Epoch 40/100\n",
            "\u001b[1m4/4\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 245ms/step - accuracy: 0.6322 - loss: 1.1295\n",
            "Epoch 41/100\n",
            "\u001b[1m4/4\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 253ms/step - accuracy: 0.6317 - loss: 1.1497\n",
            "Epoch 42/100\n",
            "\u001b[1m4/4\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 363ms/step - accuracy: 0.6376 - loss: 1.1226\n",
            "Epoch 43/100\n",
            "\u001b[1m4/4\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 250ms/step - accuracy: 0.6236 - loss: 1.1451\n",
            "Epoch 44/100\n",
            "\u001b[1m4/4\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 248ms/step - accuracy: 0.6429 - loss: 1.1507\n",
            "Epoch 45/100\n",
            "\u001b[1m4/4\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 217ms/step - accuracy: 0.6538 - loss: 1.0336\n",
            "Epoch 46/100\n",
            "\u001b[1m4/4\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 239ms/step - accuracy: 0.6051 - loss: 1.2069\n",
            "Epoch 47/100\n",
            "\u001b[1m4/4\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 213ms/step - accuracy: 0.6735 - loss: 1.0733\n",
            "Epoch 48/100\n",
            "\u001b[1m4/4\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 220ms/step - accuracy: 0.6635 - loss: 1.0645\n",
            "Epoch 49/100\n",
            "\u001b[1m4/4\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 212ms/step - accuracy: 0.6264 - loss: 1.0937\n",
            "Epoch 50/100\n",
            "\u001b[1m4/4\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 218ms/step - accuracy: 0.6528 - loss: 1.0491\n",
            "Epoch 51/100\n",
            "\u001b[1m4/4\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 246ms/step - accuracy: 0.6328 - loss: 1.0611\n",
            "Epoch 52/100\n",
            "\u001b[1m4/4\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 255ms/step - accuracy: 0.6043 - loss: 1.1799\n",
            "Epoch 53/100\n",
            "\u001b[1m4/4\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 219ms/step - accuracy: 0.6199 - loss: 1.0703\n",
            "Epoch 54/100\n",
            "\u001b[1m4/4\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 429ms/step - accuracy: 0.6454 - loss: 1.0868\n",
            "Epoch 55/100\n",
            "\u001b[1m4/4\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 355ms/step - accuracy: 0.6672 - loss: 1.0150\n",
            "Epoch 56/100\n",
            "\u001b[1m4/4\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 215ms/step - accuracy: 0.6507 - loss: 1.0458\n",
            "Epoch 57/100\n",
            "\u001b[1m4/4\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 250ms/step - accuracy: 0.6466 - loss: 1.0500\n",
            "Epoch 58/100\n",
            "\u001b[1m4/4\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 210ms/step - accuracy: 0.6537 - loss: 1.0957\n",
            "Epoch 59/100\n",
            "\u001b[1m4/4\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 208ms/step - accuracy: 0.6539 - loss: 1.0229\n",
            "Epoch 60/100\n",
            "\u001b[1m4/4\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 217ms/step - accuracy: 0.6600 - loss: 1.0355\n",
            "Epoch 61/100\n",
            "\u001b[1m4/4\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 246ms/step - accuracy: 0.6823 - loss: 0.9582\n",
            "Epoch 62/100\n",
            "\u001b[1m4/4\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 214ms/step - accuracy: 0.6793 - loss: 0.9484\n",
            "Epoch 63/100\n",
            "\u001b[1m4/4\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 219ms/step - accuracy: 0.6686 - loss: 1.0005\n",
            "Epoch 64/100\n",
            "\u001b[1m4/4\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 218ms/step - accuracy: 0.6838 - loss: 0.9649\n",
            "Epoch 65/100\n",
            "\u001b[1m4/4\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 222ms/step - accuracy: 0.6870 - loss: 0.9224\n",
            "Epoch 66/100\n",
            "\u001b[1m4/4\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 338ms/step - accuracy: 0.6895 - loss: 0.9627\n",
            "Epoch 67/100\n",
            "\u001b[1m4/4\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 214ms/step - accuracy: 0.6871 - loss: 0.9845\n",
            "Epoch 68/100\n",
            "\u001b[1m4/4\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 219ms/step - accuracy: 0.6693 - loss: 0.9551\n",
            "Epoch 69/100\n",
            "\u001b[1m4/4\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 224ms/step - accuracy: 0.6429 - loss: 1.1027\n",
            "Epoch 70/100\n",
            "\u001b[1m4/4\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 216ms/step - accuracy: 0.6682 - loss: 0.9328\n",
            "Epoch 71/100\n",
            "\u001b[1m4/4\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 231ms/step - accuracy: 0.7042 - loss: 0.9297\n",
            "Epoch 72/100\n",
            "\u001b[1m4/4\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 248ms/step - accuracy: 0.6630 - loss: 0.9558\n",
            "Epoch 73/100\n",
            "\u001b[1m4/4\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 213ms/step - accuracy: 0.6942 - loss: 0.9353\n",
            "Epoch 74/100\n",
            "\u001b[1m4/4\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 213ms/step - accuracy: 0.7093 - loss: 0.9162\n",
            "Epoch 75/100\n",
            "\u001b[1m4/4\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 252ms/step - accuracy: 0.6835 - loss: 0.8769\n",
            "Epoch 76/100\n",
            "\u001b[1m4/4\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 258ms/step - accuracy: 0.6886 - loss: 0.9216\n",
            "Epoch 77/100\n",
            "\u001b[1m4/4\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 376ms/step - accuracy: 0.6706 - loss: 0.9951\n",
            "Epoch 78/100\n",
            "\u001b[1m4/4\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 216ms/step - accuracy: 0.6454 - loss: 1.0940\n",
            "Epoch 79/100\n",
            "\u001b[1m4/4\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 249ms/step - accuracy: 0.7122 - loss: 0.9895\n",
            "Epoch 80/100\n",
            "\u001b[1m4/4\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 210ms/step - accuracy: 0.6667 - loss: 1.0287\n",
            "Epoch 81/100\n",
            "\u001b[1m4/4\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 212ms/step - accuracy: 0.6524 - loss: 0.9704\n",
            "Epoch 82/100\n",
            "\u001b[1m4/4\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 224ms/step - accuracy: 0.7359 - loss: 0.8425\n",
            "Epoch 83/100\n",
            "\u001b[1m4/4\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 217ms/step - accuracy: 0.6979 - loss: 0.8637\n",
            "Epoch 84/100\n",
            "\u001b[1m4/4\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 217ms/step - accuracy: 0.7118 - loss: 0.8496\n",
            "Epoch 85/100\n",
            "\u001b[1m4/4\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 217ms/step - accuracy: 0.7185 - loss: 0.8489\n",
            "Epoch 86/100\n",
            "\u001b[1m4/4\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 220ms/step - accuracy: 0.7243 - loss: 0.8506\n",
            "Epoch 87/100\n",
            "\u001b[1m4/4\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 219ms/step - accuracy: 0.7358 - loss: 0.8681\n",
            "Epoch 88/100\n",
            "\u001b[1m4/4\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 231ms/step - accuracy: 0.7428 - loss: 0.8123\n",
            "Epoch 89/100\n",
            "\u001b[1m4/4\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 381ms/step - accuracy: 0.7244 - loss: 0.8475\n",
            "Epoch 90/100\n",
            "\u001b[1m4/4\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 252ms/step - accuracy: 0.7426 - loss: 0.8257\n",
            "Epoch 91/100\n",
            "\u001b[1m4/4\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 227ms/step - accuracy: 0.7723 - loss: 0.7596\n",
            "Epoch 92/100\n",
            "\u001b[1m4/4\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 222ms/step - accuracy: 0.7351 - loss: 0.8072\n",
            "Epoch 93/100\n",
            "\u001b[1m4/4\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 218ms/step - accuracy: 0.7268 - loss: 0.7628\n",
            "Epoch 94/100\n",
            "\u001b[1m4/4\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 267ms/step - accuracy: 0.7269 - loss: 0.7645\n",
            "Epoch 95/100\n",
            "\u001b[1m4/4\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 253ms/step - accuracy: 0.7133 - loss: 0.8182\n",
            "Epoch 96/100\n",
            "\u001b[1m4/4\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 215ms/step - accuracy: 0.7564 - loss: 0.7662\n",
            "Epoch 97/100\n",
            "\u001b[1m4/4\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 251ms/step - accuracy: 0.7118 - loss: 0.8411\n",
            "Epoch 98/100\n",
            "\u001b[1m4/4\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 218ms/step - accuracy: 0.7612 - loss: 0.7171\n",
            "Epoch 99/100\n",
            "\u001b[1m4/4\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 419ms/step - accuracy: 0.7716 - loss: 0.6842\n",
            "Epoch 100/100\n",
            "\u001b[1m4/4\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m2s\u001b[0m 368ms/step - accuracy: 0.7374 - loss: 0.8051\n"
          ]
        },
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<keras.src.callbacks.history.History at 0x7f4ed87e9050>"
            ]
          },
          "metadata": {},
          "execution_count": 65
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "plt.imshow(x[100])\n",
        "plt.show()\n",
        "print(lb.inverse_transform(model.predict(x[100].reshape(1, 90, 90, 3))))"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 468
        },
        "collapsed": true,
        "id": "i1KFuL-LkeG3",
        "outputId": "583c1a29-5e12-4c9f-e2db-87034f82bc1e"
      },
      "execution_count": 66,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 640x480 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        },
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "\u001b[1m1/1\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 621ms/step\n",
            "['Zokni']\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "print(lb.inverse_transform(model.predict(x)))"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "collapsed": true,
        "id": "-BKgiYguk4CA",
        "outputId": "0b0597c2-3cbb-44de-f275-c8adc9ff7778"
      },
      "execution_count": 67,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "\u001b[1m15/15\u001b[0m \u001b[32m━━━━━━━━━━━━━━━━━━━━\u001b[0m\u001b[37m\u001b[0m \u001b[1m1s\u001b[0m 17ms/step\n",
            "['hands' 'szék' 'cipok' 'szék' 'hands' 'cipok' 'szék' 'szék' 'cipok'\n",
            " 'cipok' 'cipok' 'szék' 'szék' 'cipok' 'hands' 'cipok' 'szék' 'hands'\n",
            " 'szék' 'szék' 'szék' 'szék' 'villamos' 'szék' 'villamos' 'szék'\n",
            " 'villamos' 'villamos' 'szék' 'cipok' 'szék' 'villamos' 'szék' 'szék'\n",
            " 'szék' 'szék' 'hands' 'szék' 'szék' 'szék' 'villamos' 'szék'\n",
            " 'szék' 'ajtók' 'cipok' 'ajtók' 'ajtók' 'ajtók' 'ajtók' 'ajtók'\n",
            " 'hands' 'villamos' 'hands' 'ajtók' 'ajtók' 'ajtók' 'hands' 'hands'\n",
            " 'cipok' 'Zokni' 'ajtók' 'cipok' 'ajtók' 'ajtók' 'villamos' 'cipok'\n",
            " 'ajtók' 'ajtók' 'ajtók' 'villamos' 'kiskutyák' 'kiskutyák'\n",
            " 'villamos' 'kiskutyák' 'kiskutyák' 'cipok' 'kiskutyák' 'kiskutyák'\n",
            " 'kiskutyák' 'kiskutyák' 'cipok' 'kiskutyák' 'kiskutyák' 'kiskutyák'\n",
            " 'kiskutyák' 'kiskutyák' 'kiskutyák' 'kiskutyák' 'kiskutyák'\n",
            " 'kiskutyák' 'kiskutyák' 'kiskutyák' 'kiskutyák' 'Zokni' 'Zokni'\n",
            " 'Zokni' 'cipok' 'villamos' 'Zokni' 'Zokni' 'Zokni' 'Zokni' 'Zokni'\n",
            " 'Zokni' 'hands' 'Zokni' 'Zokni' 'Zokni' 'Zokni' 'Zokni' 'Zokni' 'Zokni'\n",
            " 'Zokni' 'cipok' 'cipok' 'cipok' 'cipok' 'cipok' 'cipok' 'cipok' 'cipok'\n",
            " 'cipok' 'cipok' 'cipok' 'cipok' 'cipok' 'cipok' 'cipok' 'cipok'\n",
            " 'kiskutyák' 'cipok' 'villamos' 'cipok' 'cipok' 'cipok' 'cipok' 'cipok'\n",
            " 'cipok' 'cipok' 'cipok' 'cipok' 'cipok' 'cipok' 'cipok' 'cipok' 'cipok'\n",
            " 'cipok' 'cipok' 'cipok' 'cipok' 'cipok' 'cipok' 'cipok' 'cipok' 'cipok'\n",
            " 'villamos' 'cipok' 'cipok' 'cipok' 'cipok' 'cipok' 'cipok' 'cipok'\n",
            " 'cipok' 'cipok' 'cipok' 'cipok' 'cipok' 'cipok' 'cipok' 'cipok' 'cipok'\n",
            " 'cipok' 'cipok' 'cipok' 'cipok' 'cipok' 'cipok' 'cipok' 'cipok' 'cipok'\n",
            " 'cipok' 'cipok' 'cipok' 'cipok' 'cipok' 'cipok' 'cipok' 'cipok' 'szék'\n",
            " 'cipok' 'cipok' 'villamos' 'cipok' 'cipok' 'cipok' 'cipok' 'cipok'\n",
            " 'cipok' 'cipok' 'cipok' 'cipok' 'cipok' 'villamos' 'cipok' 'cipok'\n",
            " 'cipok' 'cipok' 'villamos' 'cipok' 'cipok' 'cipok' 'cipok' 'cipok'\n",
            " 'cipok' 'cipok' 'cipok' 'cipok' 'cipok' 'cipok' 'cipok' 'cipok' 'cipok'\n",
            " 'cipok' 'cipok' 'cipok' 'cipok' 'cipok' 'cipok' 'cipok' 'cipok' 'cipok'\n",
            " 'cipok' 'hands' 'cipok' 'hands' 'hands' 'villamos' 'hands' 'hands'\n",
            " 'hands' 'hands' 'cipok' 'hands' 'hands' 'hands' 'hands' 'hands' 'hands'\n",
            " 'hands' 'hands' 'hands' 'hands' 'hands' 'hands' 'hands' 'hands' 'hands'\n",
            " 'cipok' 'hands' 'hands' 'cipok' 'cipok' 'cipok' 'hands' 'hands' 'hands'\n",
            " 'villamos' 'hands' 'hands' 'hands' 'hands' 'cipok' 'hands' 'hands'\n",
            " 'cipok' 'hands' 'hands' 'cipok' 'cipok' 'cipok' 'hands' 'hands' 'hands'\n",
            " 'szék' 'hands' 'hands' 'hands' 'cipok' 'hands' 'hands' 'hands' 'hands'\n",
            " 'cipok' 'hands' 'hands' 'hands' 'hands' 'villamos' 'hands' 'hands'\n",
            " 'hands' 'hands' 'cipok' 'cipok' 'villamos' 'hands' 'hands' 'villamos'\n",
            " 'villamos' 'cipok' 'hands' 'hands' 'szék' 'hands' 'hands' 'hands'\n",
            " 'villamos' 'villamos' 'villamos' 'villamos' 'villamos' 'villamos'\n",
            " 'villamos' 'villamos' 'villamos' 'villamos' 'villamos' 'villamos'\n",
            " 'villamos' 'villamos' 'villamos' 'villamos' 'villamos' 'villamos'\n",
            " 'villamos' 'villamos' 'villamos' 'villamos' 'villamos' 'villamos'\n",
            " 'villamos' 'villamos' 'villamos' 'villamos' 'villamos' 'villamos'\n",
            " 'villamos' 'villamos' 'villamos' 'villamos' 'villamos' 'villamos'\n",
            " 'villamos' 'villamos' 'villamos' 'villamos' 'villamos' 'villamos' 'cipok'\n",
            " 'villamos' 'villamos' 'villamos' 'villamos' 'villamos' 'villamos'\n",
            " 'villamos' 'villamos' 'villamos' 'villamos' 'villamos' 'villamos'\n",
            " 'villamos' 'villamos' 'villamos' 'villamos' 'villamos' 'villamos'\n",
            " 'villamos' 'villamos' 'villamos' 'villamos' 'villamos' 'villamos'\n",
            " 'villamos' 'villamos' 'villamos' 'villamos' 'villamos' 'villamos'\n",
            " 'villamos' 'villamos' 'villamos' 'villamos' 'villamos' 'villamos'\n",
            " 'villamos' 'villamos' 'villamos' 'villamos' 'villamos' 'villamos'\n",
            " 'villamos' 'villamos' 'villamos' 'villamos' 'villamos' 'villamos'\n",
            " 'villamos' 'villamos' 'villamos' 'villamos' 'villamos' 'villamos'\n",
            " 'villamos' 'villamos' 'villamos' 'villamos' 'villamos' 'villamos'\n",
            " 'villamos' 'villamos' 'villamos' 'villamos' 'villamos' 'villamos'\n",
            " 'villamos' 'villamos' 'villamos' 'villamos' 'villamos' 'villamos'\n",
            " 'villamos' 'villamos' 'villamos' 'villamos' 'villamos' 'villamos'\n",
            " 'villamos' 'villamos' 'villamos' 'villamos' 'villamos' 'Zokni' 'cipok'\n",
            " 'hands' 'hands' 'cipok' 'WC' 'villamos' 'villamos' 'hands' 'cipok'\n",
            " 'szék' 'cipok' 'ajtók' 'cipok' 'cipok' 'cipok' 'hands' 'ajtók' 'cipok'\n",
            " 'hands']\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "indeces = np.random.randint(0, len(x), size = 49)\n",
        "images = x[indeces]\n",
        "\n",
        "for i in range(49):\n",
        "    plt.subplot(7,7,i+1)\n",
        "    plt.imshow(images[i])\n",
        "    plt.xlabel(lb.inverse_transform(model.predict(images[i].reshape(1, 90, 90, 3), verbose=0))[0])\n",
        "    plt.xticks([])\n",
        "    plt.yticks([])\n",
        "    plt.tight_layout()\n",
        "\n",
        "plt.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 487
        },
        "collapsed": true,
        "id": "wrfwhUWzqXgV",
        "outputId": "31bfcec6-e8e1-450e-a9b8-73c05d3914ec"
      },
      "execution_count": 70,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 640x480 with 49 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {}
        }
      ]
    }
  ]
}