Projeto_8_Classificação_de_objetos_CIFAR_10.ipynb

{
  "nbformat": 4,
  "nbformat_minor": 0,
  "metadata": {
    "colab": {
      "name": "Projeto #9: Classificação de objetos CIFAR-10.ipynb",
      "provenance": [],
      "collapsed_sections": [],
      "include_colab_link": true
    },
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
    },
    "accelerator": "GPU"
  },
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "view-in-github",
        "colab_type": "text"
      },
      "source": [
        "<a href=\"https://colab.research.google.com/github/DanielMSousa/curso-deeplearning-na-pratica/blob/main/Projeto_8_Classifica%C3%A7%C3%A3o_de_objetos_CIFAR_10.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "JnKRe0p9h35K"
      },
      "source": [
        "# Projeto 8: Classificação de objetos (CIFAR-10)"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "HA5wDtIB_IjC"
      },
      "source": [
        "- Base de dados: https://www.cs.toronto.edu/~kriz/cifar.html\n"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "fr6pOOh0hHaj"
      },
      "source": [
        "# Etapa 1: Importação das bibliotecas"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "SqoQ5R1YPxnI",
        "outputId": "08daaf7e-830d-4a40-e7ae-446a4bef272e",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 35
        }
      },
      "source": [
        "%tensorflow_version 2.x\n",
        "import numpy as np\n",
        "import datetime\n",
        "import tensorflow as tf\n",
        "import pandas as pd\n",
        "import numpy as np\n",
        "import matplotlib.pyplot as plt\n",
        "import seaborn as sns\n",
        "import random\n",
        "tf.__version__"
      ],
      "execution_count": 1,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "'2.8.0'"
            ],
            "application/vnd.google.colaboratory.intrinsic+json": {
              "type": "string"
            }
          },
          "metadata": {},
          "execution_count": 1
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "qqOSkGp9R55q"
      },
      "source": [
        "# Etapa 2: Carregamento da base de dados"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "G2CwugSPR_Ph",
        "outputId": "4cb476ae-5fbc-47a5-9c25-e1817715f489",
        "colab": {
          "base_uri": "https://localhost:8080/"
        }
      },
      "source": [
        "(X_train, y_train) , (X_test, y_test) = tf.keras.datasets.cifar10.load_data()"
      ],
      "execution_count": 2,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Downloading data from https://www.cs.toronto.edu/~kriz/cifar-10-python.tar.gz\n",
            "170500096/170498071 [==============================] - 6s 0us/step\n",
            "170508288/170498071 [==============================] - 6s 0us/step\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "7qiadMwRzHjv",
        "outputId": "bceeae10-4051-4eed-c85f-ed65faa58802",
        "colab": {
          "base_uri": "https://localhost:8080/"
        }
      },
      "source": [
        "X_train.shape"
      ],
      "execution_count": 3,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "(50000, 32, 32, 3)"
            ]
          },
          "metadata": {},
          "execution_count": 3
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "x2p8Z2nGzHeS",
        "outputId": "2885bc22-eed0-421e-cfa3-3d4ad4f59540",
        "colab": {
          "base_uri": "https://localhost:8080/"
        }
      },
      "source": [
        "X_test.shape"
      ],
      "execution_count": 4,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "(10000, 32, 32, 3)"
            ]
          },
          "metadata": {},
          "execution_count": 4
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "xF5S9oPlzHbu",
        "outputId": "622ee8f3-6aac-4bed-ba87-5ce62d227186",
        "colab": {
          "base_uri": "https://localhost:8080/"
        }
      },
      "source": [
        "y_train.shape"
      ],
      "execution_count": 5,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "(50000, 1)"
            ]
          },
          "metadata": {},
          "execution_count": 5
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "gBk6YAUIzKgx",
        "outputId": "d5ef9200-c854-4da6-a7b9-bc7f6f8fa16f",
        "colab": {
          "base_uri": "https://localhost:8080/"
        }
      },
      "source": [
        "y_test.shape"
      ],
      "execution_count": 6,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "(10000, 1)"
            ]
          },
          "metadata": {},
          "execution_count": 6
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "jWb45OshSDsr"
      },
      "source": [
        "# Etapa 3: Visualização dos dados"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "epTpLOpMz7Xh",
        "outputId": "8bb6e4d4-a8c9-4175-b638-558a8e1a845d",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 283
        }
      },
      "source": [
        "i = 302\n",
        "plt.imshow(X_train[i])\n",
        "print(y_train[i])"
      ],
      "execution_count": 7,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "[1]\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "yKGKnQPDz7U-",
        "outputId": "bc65ff48-664d-45ce-f51d-57a18199120c",
        "cellView": "both",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 917
        }
      },
      "source": [
        "W_grid = 4\n",
        "L_grid = 4\n",
        "\n",
        "fig, axes = plt.subplots(L_grid, W_grid, figsize = (15, 15))\n",
        "axes = axes.ravel()\n",
        "\n",
        "n_training = len(X_train)\n",
        "\n",
        "for i in np.arange(0, L_grid * W_grid):\n",
        "    index = np.random.randint(0, n_training)\n",
        "    axes[i].imshow(X_train[index])\n",
        "    axes[i].set_title(y_train[index])\n",
        "    axes[i].axis('off')\n",
        "    \n",
        "plt.subplots_adjust(hspace = 0.4);"
      ],
      "execution_count": 8,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "/usr/local/lib/python3.7/dist-packages/matplotlib/text.py:1165: FutureWarning: elementwise comparison failed; returning scalar instead, but in the future will perform elementwise comparison\n",
            "  if s != self._text:\n"
          ]
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 1080x1080 with 16 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "zPcXYuTkoko7"
      },
      "source": [
        "# Etapa 4: Preparação dos dados"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "7OkRpfq-h5tJ",
        "outputId": "035f7a25-f382-46db-8378-e75173a4fa3b",
        "colab": {
          "base_uri": "https://localhost:8080/"
        }
      },
      "source": [
        "X_train"
      ],
      "execution_count": 9,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "array([[[[ 59,  62,  63],\n",
              "         [ 43,  46,  45],\n",
              "         [ 50,  48,  43],\n",
              "         ...,\n",
              "         [158, 132, 108],\n",
              "         [152, 125, 102],\n",
              "         [148, 124, 103]],\n",
              "\n",
              "        [[ 16,  20,  20],\n",
              "         [  0,   0,   0],\n",
              "         [ 18,   8,   0],\n",
              "         ...,\n",
              "         [123,  88,  55],\n",
              "         [119,  83,  50],\n",
              "         [122,  87,  57]],\n",
              "\n",
              "        [[ 25,  24,  21],\n",
              "         [ 16,   7,   0],\n",
              "         [ 49,  27,   8],\n",
              "         ...,\n",
              "         [118,  84,  50],\n",
              "         [120,  84,  50],\n",
              "         [109,  73,  42]],\n",
              "\n",
              "        ...,\n",
              "\n",
              "        [[208, 170,  96],\n",
              "         [201, 153,  34],\n",
              "         [198, 161,  26],\n",
              "         ...,\n",
              "         [160, 133,  70],\n",
              "         [ 56,  31,   7],\n",
              "         [ 53,  34,  20]],\n",
              "\n",
              "        [[180, 139,  96],\n",
              "         [173, 123,  42],\n",
              "         [186, 144,  30],\n",
              "         ...,\n",
              "         [184, 148,  94],\n",
              "         [ 97,  62,  34],\n",
              "         [ 83,  53,  34]],\n",
              "\n",
              "        [[177, 144, 116],\n",
              "         [168, 129,  94],\n",
              "         [179, 142,  87],\n",
              "         ...,\n",
              "         [216, 184, 140],\n",
              "         [151, 118,  84],\n",
              "         [123,  92,  72]]],\n",
              "\n",
              "\n",
              "       [[[154, 177, 187],\n",
              "         [126, 137, 136],\n",
              "         [105, 104,  95],\n",
              "         ...,\n",
              "         [ 91,  95,  71],\n",
              "         [ 87,  90,  71],\n",
              "         [ 79,  81,  70]],\n",
              "\n",
              "        [[140, 160, 169],\n",
              "         [145, 153, 154],\n",
              "         [125, 125, 118],\n",
              "         ...,\n",
              "         [ 96,  99,  78],\n",
              "         [ 77,  80,  62],\n",
              "         [ 71,  73,  61]],\n",
              "\n",
              "        [[140, 155, 164],\n",
              "         [139, 146, 149],\n",
              "         [115, 115, 112],\n",
              "         ...,\n",
              "         [ 79,  82,  64],\n",
              "         [ 68,  70,  55],\n",
              "         [ 67,  69,  55]],\n",
              "\n",
              "        ...,\n",
              "\n",
              "        [[175, 167, 166],\n",
              "         [156, 154, 160],\n",
              "         [154, 160, 170],\n",
              "         ...,\n",
              "         [ 42,  34,  36],\n",
              "         [ 61,  53,  57],\n",
              "         [ 93,  83,  91]],\n",
              "\n",
              "        [[165, 154, 128],\n",
              "         [156, 152, 130],\n",
              "         [159, 161, 142],\n",
              "         ...,\n",
              "         [103,  93,  96],\n",
              "         [123, 114, 120],\n",
              "         [131, 121, 131]],\n",
              "\n",
              "        [[163, 148, 120],\n",
              "         [158, 148, 122],\n",
              "         [163, 156, 133],\n",
              "         ...,\n",
              "         [143, 133, 139],\n",
              "         [143, 134, 142],\n",
              "         [143, 133, 144]]],\n",
              "\n",
              "\n",
              "       [[[255, 255, 255],\n",
              "         [253, 253, 253],\n",
              "         [253, 253, 253],\n",
              "         ...,\n",
              "         [253, 253, 253],\n",
              "         [253, 253, 253],\n",
              "         [253, 253, 253]],\n",
              "\n",
              "        [[255, 255, 255],\n",
              "         [255, 255, 255],\n",
              "         [255, 255, 255],\n",
              "         ...,\n",
              "         [255, 255, 255],\n",
              "         [255, 255, 255],\n",
              "         [255, 255, 255]],\n",
              "\n",
              "        [[255, 255, 255],\n",
              "         [254, 254, 254],\n",
              "         [254, 254, 254],\n",
              "         ...,\n",
              "         [254, 254, 254],\n",
              "         [254, 254, 254],\n",
              "         [254, 254, 254]],\n",
              "\n",
              "        ...,\n",
              "\n",
              "        [[113, 120, 112],\n",
              "         [111, 118, 111],\n",
              "         [105, 112, 106],\n",
              "         ...,\n",
              "         [ 72,  81,  80],\n",
              "         [ 72,  80,  79],\n",
              "         [ 72,  80,  79]],\n",
              "\n",
              "        [[111, 118, 110],\n",
              "         [104, 111, 104],\n",
              "         [ 99, 106,  98],\n",
              "         ...,\n",
              "         [ 68,  75,  73],\n",
              "         [ 70,  76,  75],\n",
              "         [ 78,  84,  82]],\n",
              "\n",
              "        [[106, 113, 105],\n",
              "         [ 99, 106,  98],\n",
              "         [ 95, 102,  94],\n",
              "         ...,\n",
              "         [ 78,  85,  83],\n",
              "         [ 79,  85,  83],\n",
              "         [ 80,  86,  84]]],\n",
              "\n",
              "\n",
              "       ...,\n",
              "\n",
              "\n",
              "       [[[ 35, 178, 235],\n",
              "         [ 40, 176, 239],\n",
              "         [ 42, 176, 241],\n",
              "         ...,\n",
              "         [ 99, 177, 219],\n",
              "         [ 79, 147, 197],\n",
              "         [ 89, 148, 189]],\n",
              "\n",
              "        [[ 57, 182, 234],\n",
              "         [ 44, 184, 250],\n",
              "         [ 50, 183, 240],\n",
              "         ...,\n",
              "         [156, 182, 200],\n",
              "         [141, 177, 206],\n",
              "         [116, 149, 175]],\n",
              "\n",
              "        [[ 98, 197, 237],\n",
              "         [ 64, 189, 252],\n",
              "         [ 69, 192, 245],\n",
              "         ...,\n",
              "         [188, 195, 206],\n",
              "         [119, 135, 147],\n",
              "         [ 61,  79,  90]],\n",
              "\n",
              "        ...,\n",
              "\n",
              "        [[ 73,  79,  77],\n",
              "         [ 53,  63,  68],\n",
              "         [ 54,  68,  80],\n",
              "         ...,\n",
              "         [ 17,  40,  64],\n",
              "         [ 21,  36,  51],\n",
              "         [ 33,  48,  49]],\n",
              "\n",
              "        [[ 61,  68,  75],\n",
              "         [ 55,  70,  86],\n",
              "         [ 57,  79, 103],\n",
              "         ...,\n",
              "         [ 24,  48,  72],\n",
              "         [ 17,  35,  53],\n",
              "         [  7,  23,  32]],\n",
              "\n",
              "        [[ 44,  56,  73],\n",
              "         [ 46,  66,  88],\n",
              "         [ 49,  77, 105],\n",
              "         ...,\n",
              "         [ 27,  52,  77],\n",
              "         [ 21,  43,  66],\n",
              "         [ 12,  31,  50]]],\n",
              "\n",
              "\n",
              "       [[[189, 211, 240],\n",
              "         [186, 208, 236],\n",
              "         [185, 207, 235],\n",
              "         ...,\n",
              "         [175, 195, 224],\n",
              "         [172, 194, 222],\n",
              "         [169, 194, 220]],\n",
              "\n",
              "        [[194, 210, 239],\n",
              "         [191, 207, 236],\n",
              "         [190, 206, 235],\n",
              "         ...,\n",
              "         [173, 192, 220],\n",
              "         [171, 191, 218],\n",
              "         [167, 190, 216]],\n",
              "\n",
              "        [[208, 219, 244],\n",
              "         [205, 216, 240],\n",
              "         [204, 215, 239],\n",
              "         ...,\n",
              "         [175, 191, 217],\n",
              "         [172, 190, 216],\n",
              "         [169, 191, 215]],\n",
              "\n",
              "        ...,\n",
              "\n",
              "        [[207, 199, 181],\n",
              "         [203, 195, 175],\n",
              "         [203, 196, 173],\n",
              "         ...,\n",
              "         [135, 132, 127],\n",
              "         [162, 158, 150],\n",
              "         [168, 163, 151]],\n",
              "\n",
              "        [[198, 190, 170],\n",
              "         [189, 181, 159],\n",
              "         [180, 172, 147],\n",
              "         ...,\n",
              "         [178, 171, 160],\n",
              "         [175, 169, 156],\n",
              "         [175, 169, 154]],\n",
              "\n",
              "        [[198, 189, 173],\n",
              "         [189, 181, 162],\n",
              "         [178, 170, 149],\n",
              "         ...,\n",
              "         [195, 184, 169],\n",
              "         [196, 189, 171],\n",
              "         [195, 190, 171]]],\n",
              "\n",
              "\n",
              "       [[[229, 229, 239],\n",
              "         [236, 237, 247],\n",
              "         [234, 236, 247],\n",
              "         ...,\n",
              "         [217, 219, 233],\n",
              "         [221, 223, 234],\n",
              "         [222, 223, 233]],\n",
              "\n",
              "        [[222, 221, 229],\n",
              "         [239, 239, 249],\n",
              "         [233, 234, 246],\n",
              "         ...,\n",
              "         [223, 223, 236],\n",
              "         [227, 228, 238],\n",
              "         [210, 211, 220]],\n",
              "\n",
              "        [[213, 206, 211],\n",
              "         [234, 232, 239],\n",
              "         [231, 233, 244],\n",
              "         ...,\n",
              "         [220, 220, 232],\n",
              "         [220, 219, 232],\n",
              "         [202, 203, 215]],\n",
              "\n",
              "        ...,\n",
              "\n",
              "        [[150, 143, 135],\n",
              "         [140, 135, 127],\n",
              "         [132, 127, 120],\n",
              "         ...,\n",
              "         [224, 222, 218],\n",
              "         [230, 228, 225],\n",
              "         [241, 241, 238]],\n",
              "\n",
              "        [[137, 132, 126],\n",
              "         [130, 127, 120],\n",
              "         [125, 121, 115],\n",
              "         ...,\n",
              "         [181, 180, 178],\n",
              "         [202, 201, 198],\n",
              "         [212, 211, 207]],\n",
              "\n",
              "        [[122, 119, 114],\n",
              "         [118, 116, 110],\n",
              "         [120, 116, 111],\n",
              "         ...,\n",
              "         [179, 177, 173],\n",
              "         [164, 164, 162],\n",
              "         [163, 163, 161]]]], dtype=uint8)"
            ]
          },
          "metadata": {},
          "execution_count": 9
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "k_tAsxOh0pUY"
      },
      "source": [
        "X_train = X_train.astype('float32')\n",
        "X_test = X_test.astype('float32')"
      ],
      "execution_count": 10,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "yt4sxVlLlP4G",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "28894392-b64b-4758-a8c6-982a9b827c99"
      },
      "source": [
        "y_train"
      ],
      "execution_count": 11,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "array([[6],\n",
              "       [9],\n",
              "       [9],\n",
              "       ...,\n",
              "       [9],\n",
              "       [1],\n",
              "       [1]], dtype=uint8)"
            ]
          },
          "metadata": {},
          "execution_count": 11
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "s6sPomzE0pRl"
      },
      "source": [
        "#numero de categorias\n",
        "number_cat = 10"
      ],
      "execution_count": 12,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "KhjgCcza0txK"
      },
      "source": [
        "y_train = tf.keras.utils.to_categorical(y_train, number_cat)"
      ],
      "execution_count": 13,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "h-m5uXxM0tvN",
        "outputId": "77ef3931-9d56-4e75-a9ca-fe6d949d52f6",
        "colab": {
          "base_uri": "https://localhost:8080/"
        }
      },
      "source": [
        "y_train"
      ],
      "execution_count": 14,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "array([[0., 0., 0., ..., 0., 0., 0.],\n",
              "       [0., 0., 0., ..., 0., 0., 1.],\n",
              "       [0., 0., 0., ..., 0., 0., 1.],\n",
              "       ...,\n",
              "       [0., 0., 0., ..., 0., 0., 1.],\n",
              "       [0., 1., 0., ..., 0., 0., 0.],\n",
              "       [0., 1., 0., ..., 0., 0., 0.]], dtype=float32)"
            ]
          },
          "metadata": {},
          "execution_count": 14
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "w-4_-yLKlfRf",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "9e4889ed-1960-4fce-8c6d-6490d14ccb4d"
      },
      "source": [
        "y_train[1]"
      ],
      "execution_count": 15,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "array([0., 0., 0., 0., 0., 0., 0., 0., 0., 1.], dtype=float32)"
            ]
          },
          "metadata": {},
          "execution_count": 15
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "BqNZoFZt0ts2"
      },
      "source": [
        "y_test = tf.keras.utils.to_categorical(y_test, number_cat)"
      ],
      "execution_count": 16,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "65FbC89d0tqn",
        "outputId": "6e12ec98-1373-44d3-ea36-23d242e19edd",
        "colab": {
          "base_uri": "https://localhost:8080/"
        }
      },
      "source": [
        "y_test"
      ],
      "execution_count": 17,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "array([[0., 0., 0., ..., 0., 0., 0.],\n",
              "       [0., 0., 0., ..., 0., 1., 0.],\n",
              "       [0., 0., 0., ..., 0., 1., 0.],\n",
              "       ...,\n",
              "       [0., 0., 0., ..., 0., 0., 0.],\n",
              "       [0., 1., 0., ..., 0., 0., 0.],\n",
              "       [0., 0., 0., ..., 1., 0., 0.]], dtype=float32)"
            ]
          },
          "metadata": {},
          "execution_count": 17
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "qawyHrvj0yOQ"
      },
      "source": [
        "X_train = X_train/255\n",
        "X_test = X_test/255"
      ],
      "execution_count": 18,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "7qZgEU6C0yL6",
        "outputId": "8cd20c19-2bd1-4fd6-eaae-f0ffe8c04973",
        "colab": {
          "base_uri": "https://localhost:8080/"
        }
      },
      "source": [
        "X_train"
      ],
      "execution_count": 19,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "array([[[[0.23137255, 0.24313726, 0.24705882],\n",
              "         [0.16862746, 0.18039216, 0.1764706 ],\n",
              "         [0.19607843, 0.1882353 , 0.16862746],\n",
              "         ...,\n",
              "         [0.61960787, 0.5176471 , 0.42352942],\n",
              "         [0.59607846, 0.49019608, 0.4       ],\n",
              "         [0.5803922 , 0.4862745 , 0.40392157]],\n",
              "\n",
              "        [[0.0627451 , 0.07843138, 0.07843138],\n",
              "         [0.        , 0.        , 0.        ],\n",
              "         [0.07058824, 0.03137255, 0.        ],\n",
              "         ...,\n",
              "         [0.48235294, 0.34509805, 0.21568628],\n",
              "         [0.46666667, 0.3254902 , 0.19607843],\n",
              "         [0.47843137, 0.34117648, 0.22352941]],\n",
              "\n",
              "        [[0.09803922, 0.09411765, 0.08235294],\n",
              "         [0.0627451 , 0.02745098, 0.        ],\n",
              "         [0.19215687, 0.10588235, 0.03137255],\n",
              "         ...,\n",
              "         [0.4627451 , 0.32941177, 0.19607843],\n",
              "         [0.47058824, 0.32941177, 0.19607843],\n",
              "         [0.42745098, 0.28627452, 0.16470589]],\n",
              "\n",
              "        ...,\n",
              "\n",
              "        [[0.8156863 , 0.6666667 , 0.3764706 ],\n",
              "         [0.7882353 , 0.6       , 0.13333334],\n",
              "         [0.7764706 , 0.6313726 , 0.10196079],\n",
              "         ...,\n",
              "         [0.627451  , 0.52156866, 0.27450982],\n",
              "         [0.21960784, 0.12156863, 0.02745098],\n",
              "         [0.20784314, 0.13333334, 0.07843138]],\n",
              "\n",
              "        [[0.7058824 , 0.54509807, 0.3764706 ],\n",
              "         [0.6784314 , 0.48235294, 0.16470589],\n",
              "         [0.7294118 , 0.5647059 , 0.11764706],\n",
              "         ...,\n",
              "         [0.72156864, 0.5803922 , 0.36862746],\n",
              "         [0.38039216, 0.24313726, 0.13333334],\n",
              "         [0.3254902 , 0.20784314, 0.13333334]],\n",
              "\n",
              "        [[0.69411767, 0.5647059 , 0.45490196],\n",
              "         [0.65882355, 0.5058824 , 0.36862746],\n",
              "         [0.7019608 , 0.5568628 , 0.34117648],\n",
              "         ...,\n",
              "         [0.84705883, 0.72156864, 0.54901963],\n",
              "         [0.5921569 , 0.4627451 , 0.32941177],\n",
              "         [0.48235294, 0.36078432, 0.28235295]]],\n",
              "\n",
              "\n",
              "       [[[0.6039216 , 0.69411767, 0.73333335],\n",
              "         [0.49411765, 0.5372549 , 0.53333336],\n",
              "         [0.4117647 , 0.40784314, 0.37254903],\n",
              "         ...,\n",
              "         [0.35686275, 0.37254903, 0.2784314 ],\n",
              "         [0.34117648, 0.3529412 , 0.2784314 ],\n",
              "         [0.30980393, 0.31764707, 0.27450982]],\n",
              "\n",
              "        [[0.54901963, 0.627451  , 0.6627451 ],\n",
              "         [0.5686275 , 0.6       , 0.6039216 ],\n",
              "         [0.49019608, 0.49019608, 0.4627451 ],\n",
              "         ...,\n",
              "         [0.3764706 , 0.3882353 , 0.30588236],\n",
              "         [0.3019608 , 0.3137255 , 0.24313726],\n",
              "         [0.2784314 , 0.28627452, 0.23921569]],\n",
              "\n",
              "        [[0.54901963, 0.60784316, 0.6431373 ],\n",
              "         [0.54509807, 0.57254905, 0.58431375],\n",
              "         [0.4509804 , 0.4509804 , 0.4392157 ],\n",
              "         ...,\n",
              "         [0.30980393, 0.32156864, 0.2509804 ],\n",
              "         [0.26666668, 0.27450982, 0.21568628],\n",
              "         [0.2627451 , 0.27058825, 0.21568628]],\n",
              "\n",
              "        ...,\n",
              "\n",
              "        [[0.6862745 , 0.654902  , 0.6509804 ],\n",
              "         [0.6117647 , 0.6039216 , 0.627451  ],\n",
              "         [0.6039216 , 0.627451  , 0.6666667 ],\n",
              "         ...,\n",
              "         [0.16470589, 0.13333334, 0.14117648],\n",
              "         [0.23921569, 0.20784314, 0.22352941],\n",
              "         [0.3647059 , 0.3254902 , 0.35686275]],\n",
              "\n",
              "        [[0.64705884, 0.6039216 , 0.5019608 ],\n",
              "         [0.6117647 , 0.59607846, 0.50980395],\n",
              "         [0.62352943, 0.6313726 , 0.5568628 ],\n",
              "         ...,\n",
              "         [0.40392157, 0.3647059 , 0.3764706 ],\n",
              "         [0.48235294, 0.44705883, 0.47058824],\n",
              "         [0.5137255 , 0.4745098 , 0.5137255 ]],\n",
              "\n",
              "        [[0.6392157 , 0.5803922 , 0.47058824],\n",
              "         [0.61960787, 0.5803922 , 0.47843137],\n",
              "         [0.6392157 , 0.6117647 , 0.52156866],\n",
              "         ...,\n",
              "         [0.56078434, 0.52156866, 0.54509807],\n",
              "         [0.56078434, 0.5254902 , 0.5568628 ],\n",
              "         [0.56078434, 0.52156866, 0.5647059 ]]],\n",
              "\n",
              "\n",
              "       [[[1.        , 1.        , 1.        ],\n",
              "         [0.99215686, 0.99215686, 0.99215686],\n",
              "         [0.99215686, 0.99215686, 0.99215686],\n",
              "         ...,\n",
              "         [0.99215686, 0.99215686, 0.99215686],\n",
              "         [0.99215686, 0.99215686, 0.99215686],\n",
              "         [0.99215686, 0.99215686, 0.99215686]],\n",
              "\n",
              "        [[1.        , 1.        , 1.        ],\n",
              "         [1.        , 1.        , 1.        ],\n",
              "         [1.        , 1.        , 1.        ],\n",
              "         ...,\n",
              "         [1.        , 1.        , 1.        ],\n",
              "         [1.        , 1.        , 1.        ],\n",
              "         [1.        , 1.        , 1.        ]],\n",
              "\n",
              "        [[1.        , 1.        , 1.        ],\n",
              "         [0.99607843, 0.99607843, 0.99607843],\n",
              "         [0.99607843, 0.99607843, 0.99607843],\n",
              "         ...,\n",
              "         [0.99607843, 0.99607843, 0.99607843],\n",
              "         [0.99607843, 0.99607843, 0.99607843],\n",
              "         [0.99607843, 0.99607843, 0.99607843]],\n",
              "\n",
              "        ...,\n",
              "\n",
              "        [[0.44313726, 0.47058824, 0.4392157 ],\n",
              "         [0.43529412, 0.4627451 , 0.43529412],\n",
              "         [0.4117647 , 0.4392157 , 0.41568628],\n",
              "         ...,\n",
              "         [0.28235295, 0.31764707, 0.3137255 ],\n",
              "         [0.28235295, 0.3137255 , 0.30980393],\n",
              "         [0.28235295, 0.3137255 , 0.30980393]],\n",
              "\n",
              "        [[0.43529412, 0.4627451 , 0.43137255],\n",
              "         [0.40784314, 0.43529412, 0.40784314],\n",
              "         [0.3882353 , 0.41568628, 0.38431373],\n",
              "         ...,\n",
              "         [0.26666668, 0.29411766, 0.28627452],\n",
              "         [0.27450982, 0.29803923, 0.29411766],\n",
              "         [0.30588236, 0.32941177, 0.32156864]],\n",
              "\n",
              "        [[0.41568628, 0.44313726, 0.4117647 ],\n",
              "         [0.3882353 , 0.41568628, 0.38431373],\n",
              "         [0.37254903, 0.4       , 0.36862746],\n",
              "         ...,\n",
              "         [0.30588236, 0.33333334, 0.3254902 ],\n",
              "         [0.30980393, 0.33333334, 0.3254902 ],\n",
              "         [0.3137255 , 0.3372549 , 0.32941177]]],\n",
              "\n",
              "\n",
              "       ...,\n",
              "\n",
              "\n",
              "       [[[0.13725491, 0.69803923, 0.92156863],\n",
              "         [0.15686275, 0.6901961 , 0.9372549 ],\n",
              "         [0.16470589, 0.6901961 , 0.94509804],\n",
              "         ...,\n",
              "         [0.3882353 , 0.69411767, 0.85882354],\n",
              "         [0.30980393, 0.5764706 , 0.77254903],\n",
              "         [0.34901962, 0.5803922 , 0.7411765 ]],\n",
              "\n",
              "        [[0.22352941, 0.7137255 , 0.91764706],\n",
              "         [0.17254902, 0.72156864, 0.98039216],\n",
              "         [0.19607843, 0.7176471 , 0.9411765 ],\n",
              "         ...,\n",
              "         [0.6117647 , 0.7137255 , 0.78431374],\n",
              "         [0.5529412 , 0.69411767, 0.80784315],\n",
              "         [0.45490196, 0.58431375, 0.6862745 ]],\n",
              "\n",
              "        [[0.38431373, 0.77254903, 0.92941177],\n",
              "         [0.2509804 , 0.7411765 , 0.9882353 ],\n",
              "         [0.27058825, 0.7529412 , 0.9607843 ],\n",
              "         ...,\n",
              "         [0.7372549 , 0.7647059 , 0.80784315],\n",
              "         [0.46666667, 0.5294118 , 0.5764706 ],\n",
              "         [0.23921569, 0.30980393, 0.3529412 ]],\n",
              "\n",
              "        ...,\n",
              "\n",
              "        [[0.28627452, 0.30980393, 0.3019608 ],\n",
              "         [0.20784314, 0.24705882, 0.26666668],\n",
              "         [0.21176471, 0.26666668, 0.3137255 ],\n",
              "         ...,\n",
              "         [0.06666667, 0.15686275, 0.2509804 ],\n",
              "         [0.08235294, 0.14117648, 0.2       ],\n",
              "         [0.12941177, 0.1882353 , 0.19215687]],\n",
              "\n",
              "        [[0.23921569, 0.26666668, 0.29411766],\n",
              "         [0.21568628, 0.27450982, 0.3372549 ],\n",
              "         [0.22352941, 0.30980393, 0.40392157],\n",
              "         ...,\n",
              "         [0.09411765, 0.1882353 , 0.28235295],\n",
              "         [0.06666667, 0.13725491, 0.20784314],\n",
              "         [0.02745098, 0.09019608, 0.1254902 ]],\n",
              "\n",
              "        [[0.17254902, 0.21960784, 0.28627452],\n",
              "         [0.18039216, 0.25882354, 0.34509805],\n",
              "         [0.19215687, 0.3019608 , 0.4117647 ],\n",
              "         ...,\n",
              "         [0.10588235, 0.20392157, 0.3019608 ],\n",
              "         [0.08235294, 0.16862746, 0.25882354],\n",
              "         [0.04705882, 0.12156863, 0.19607843]]],\n",
              "\n",
              "\n",
              "       [[[0.7411765 , 0.827451  , 0.9411765 ],\n",
              "         [0.7294118 , 0.8156863 , 0.9254902 ],\n",
              "         [0.7254902 , 0.8117647 , 0.92156863],\n",
              "         ...,\n",
              "         [0.6862745 , 0.7647059 , 0.8784314 ],\n",
              "         [0.6745098 , 0.7607843 , 0.87058824],\n",
              "         [0.6627451 , 0.7607843 , 0.8627451 ]],\n",
              "\n",
              "        [[0.7607843 , 0.8235294 , 0.9372549 ],\n",
              "         [0.7490196 , 0.8117647 , 0.9254902 ],\n",
              "         [0.74509805, 0.80784315, 0.92156863],\n",
              "         ...,\n",
              "         [0.6784314 , 0.7529412 , 0.8627451 ],\n",
              "         [0.67058825, 0.7490196 , 0.85490197],\n",
              "         [0.654902  , 0.74509805, 0.84705883]],\n",
              "\n",
              "        [[0.8156863 , 0.85882354, 0.95686275],\n",
              "         [0.8039216 , 0.84705883, 0.9411765 ],\n",
              "         [0.8       , 0.84313726, 0.9372549 ],\n",
              "         ...,\n",
              "         [0.6862745 , 0.7490196 , 0.8509804 ],\n",
              "         [0.6745098 , 0.74509805, 0.84705883],\n",
              "         [0.6627451 , 0.7490196 , 0.84313726]],\n",
              "\n",
              "        ...,\n",
              "\n",
              "        [[0.8117647 , 0.78039217, 0.70980394],\n",
              "         [0.79607844, 0.7647059 , 0.6862745 ],\n",
              "         [0.79607844, 0.76862746, 0.6784314 ],\n",
              "         ...,\n",
              "         [0.5294118 , 0.5176471 , 0.49803922],\n",
              "         [0.63529414, 0.61960787, 0.5882353 ],\n",
              "         [0.65882355, 0.6392157 , 0.5921569 ]],\n",
              "\n",
              "        [[0.7764706 , 0.74509805, 0.6666667 ],\n",
              "         [0.7411765 , 0.70980394, 0.62352943],\n",
              "         [0.7058824 , 0.6745098 , 0.5764706 ],\n",
              "         ...,\n",
              "         [0.69803923, 0.67058825, 0.627451  ],\n",
              "         [0.6862745 , 0.6627451 , 0.6117647 ],\n",
              "         [0.6862745 , 0.6627451 , 0.6039216 ]],\n",
              "\n",
              "        [[0.7764706 , 0.7411765 , 0.6784314 ],\n",
              "         [0.7411765 , 0.70980394, 0.63529414],\n",
              "         [0.69803923, 0.6666667 , 0.58431375],\n",
              "         ...,\n",
              "         [0.7647059 , 0.72156864, 0.6627451 ],\n",
              "         [0.76862746, 0.7411765 , 0.67058825],\n",
              "         [0.7647059 , 0.74509805, 0.67058825]]],\n",
              "\n",
              "\n",
              "       [[[0.8980392 , 0.8980392 , 0.9372549 ],\n",
              "         [0.9254902 , 0.92941177, 0.96862745],\n",
              "         [0.91764706, 0.9254902 , 0.96862745],\n",
              "         ...,\n",
              "         [0.8509804 , 0.85882354, 0.9137255 ],\n",
              "         [0.8666667 , 0.8745098 , 0.91764706],\n",
              "         [0.87058824, 0.8745098 , 0.9137255 ]],\n",
              "\n",
              "        [[0.87058824, 0.8666667 , 0.8980392 ],\n",
              "         [0.9372549 , 0.9372549 , 0.9764706 ],\n",
              "         [0.9137255 , 0.91764706, 0.9647059 ],\n",
              "         ...,\n",
              "         [0.8745098 , 0.8745098 , 0.9254902 ],\n",
              "         [0.8901961 , 0.89411765, 0.93333334],\n",
              "         [0.8235294 , 0.827451  , 0.8627451 ]],\n",
              "\n",
              "        [[0.8352941 , 0.80784315, 0.827451  ],\n",
              "         [0.91764706, 0.9098039 , 0.9372549 ],\n",
              "         [0.90588236, 0.9137255 , 0.95686275],\n",
              "         ...,\n",
              "         [0.8627451 , 0.8627451 , 0.9098039 ],\n",
              "         [0.8627451 , 0.85882354, 0.9098039 ],\n",
              "         [0.7921569 , 0.79607844, 0.84313726]],\n",
              "\n",
              "        ...,\n",
              "\n",
              "        [[0.5882353 , 0.56078434, 0.5294118 ],\n",
              "         [0.54901963, 0.5294118 , 0.49803922],\n",
              "         [0.5176471 , 0.49803922, 0.47058824],\n",
              "         ...,\n",
              "         [0.8784314 , 0.87058824, 0.85490197],\n",
              "         [0.9019608 , 0.89411765, 0.88235295],\n",
              "         [0.94509804, 0.94509804, 0.93333334]],\n",
              "\n",
              "        [[0.5372549 , 0.5176471 , 0.49411765],\n",
              "         [0.50980395, 0.49803922, 0.47058824],\n",
              "         [0.49019608, 0.4745098 , 0.4509804 ],\n",
              "         ...,\n",
              "         [0.70980394, 0.7058824 , 0.69803923],\n",
              "         [0.7921569 , 0.7882353 , 0.7764706 ],\n",
              "         [0.83137256, 0.827451  , 0.8117647 ]],\n",
              "\n",
              "        [[0.47843137, 0.46666667, 0.44705883],\n",
              "         [0.4627451 , 0.45490196, 0.43137255],\n",
              "         [0.47058824, 0.45490196, 0.43529412],\n",
              "         ...,\n",
              "         [0.7019608 , 0.69411767, 0.6784314 ],\n",
              "         [0.6431373 , 0.6431373 , 0.63529414],\n",
              "         [0.6392157 , 0.6392157 , 0.6313726 ]]]], dtype=float32)"
            ]
          },
          "metadata": {},
          "execution_count": 19
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "3FopsyD30yJx",
        "outputId": "817e8e2f-1dc5-4506-a984-be3e6801bee4",
        "colab": {
          "base_uri": "https://localhost:8080/"
        }
      },
      "source": [
        "X_train.shape"
      ],
      "execution_count": 20,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "(50000, 32, 32, 3)"
            ]
          },
          "metadata": {},
          "execution_count": 20
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "dB0qeV_M0yHk"
      },
      "source": [
        "input_shape = X_train.shape[1:]"
      ],
      "execution_count": 21,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "_nLDOa2z0yBT",
        "outputId": "21a6b975-667a-4aec-8da4-7faabcc94c2b",
        "colab": {
          "base_uri": "https://localhost:8080/"
        }
      },
      "source": [
        "input_shape"
      ],
      "execution_count": 22,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "(32, 32, 3)"
            ]
          },
          "metadata": {},
          "execution_count": 22
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "Z25t-ZZl5LAZ",
        "outputId": "f38fc6b3-22fd-47ba-d17a-5ee2c3a21232",
        "colab": {
          "base_uri": "https://localhost:8080/"
        }
      },
      "source": [
        "y_train.shape"
      ],
      "execution_count": 23,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "(50000, 10)"
            ]
          },
          "metadata": {},
          "execution_count": 23
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "bzWmHtWs1AZG"
      },
      "source": [
        "# Etapa 5: Construção e treinamento do modelo"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "9djrE5rK3T0f",
        "outputId": "9a17b257-ad68-47a0-b06e-6f0a1990ce96",
        "colab": {
          "base_uri": "https://localhost:8080/"
        }
      },
      "source": [
        "cnn = tf.keras.Sequential()\n",
        "\n",
        "cnn.add(tf.keras.layers.Conv2D(32, (3,3), activation = 'relu', input_shape = (32,32,3)))\n",
        "cnn.add(tf.keras.layers.Conv2D(32, (3,3), activation = 'relu'))\n",
        "cnn.add(tf.keras.layers.MaxPooling2D(2,2))\n",
        "cnn.add(tf.keras.layers.Dropout(0.3))\n",
        "\n",
        "cnn.add(tf.keras.layers.Conv2D(64, (3,3), activation = 'relu'))\n",
        "cnn.add(tf.keras.layers.Conv2D(64, (3,3), activation = 'relu'))\n",
        "cnn.add(tf.keras.layers.MaxPooling2D(2,2))\n",
        "cnn.add(tf.keras.layers.Dropout(0.3))\n",
        "\n",
        "cnn.add(tf.keras.layers.Flatten())\n",
        "\n",
        "cnn.add(tf.keras.layers.Dense(1024, activation = 'relu'))\n",
        "cnn.add(tf.keras.layers.Dropout(0.3))\n",
        "\n",
        "cnn.add(tf.keras.layers.Dense(1024, activation = 'relu'))\n",
        "\n",
        "cnn.add(tf.keras.layers.Dense(10, activation = 'softmax'))\n",
        "cnn.summary()"
      ],
      "execution_count": 24,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Model: \"sequential\"\n",
            "_________________________________________________________________\n",
            " Layer (type)                Output Shape              Param #   \n",
            "=================================================================\n",
            " conv2d (Conv2D)             (None, 30, 30, 32)        896       \n",
            "                                                                 \n",
            " conv2d_1 (Conv2D)           (None, 28, 28, 32)        9248      \n",
            "                                                                 \n",
            " max_pooling2d (MaxPooling2D  (None, 14, 14, 32)       0         \n",
            " )                                                               \n",
            "                                                                 \n",
            " dropout (Dropout)           (None, 14, 14, 32)        0         \n",
            "                                                                 \n",
            " conv2d_2 (Conv2D)           (None, 12, 12, 64)        18496     \n",
            "                                                                 \n",
            " conv2d_3 (Conv2D)           (None, 10, 10, 64)        36928     \n",
            "                                                                 \n",
            " max_pooling2d_1 (MaxPooling  (None, 5, 5, 64)         0         \n",
            " 2D)                                                             \n",
            "                                                                 \n",
            " dropout_1 (Dropout)         (None, 5, 5, 64)          0         \n",
            "                                                                 \n",
            " flatten (Flatten)           (None, 1600)              0         \n",
            "                                                                 \n",
            " dense (Dense)               (None, 1024)              1639424   \n",
            "                                                                 \n",
            " dropout_2 (Dropout)         (None, 1024)              0         \n",
            "                                                                 \n",
            " dense_1 (Dense)             (None, 1024)              1049600   \n",
            "                                                                 \n",
            " dense_2 (Dense)             (None, 10)                10250     \n",
            "                                                                 \n",
            "=================================================================\n",
            "Total params: 2,764,842\n",
            "Trainable params: 2,764,842\n",
            "Non-trainable params: 0\n",
            "_________________________________________________________________\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "Rxo0ZFKO0_Ip"
      },
      "source": [
        "cnn.compile(optimizer = tf.keras.optimizers.RMSprop(0.0001, decay = 1e-6), # 0.0000006\n",
        "            loss ='categorical_crossentropy', metrics =['accuracy'])"
      ],
      "execution_count": 25,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "1i0DJrhY0_Di",
        "outputId": "aa2d092d-b4e9-4a00-c34b-3523ed549a41",
        "colab": {
          "base_uri": "https://localhost:8080/"
        }
      },
      "source": [
        "epochs = 100\n",
        "history = cnn.fit(X_train, y_train, batch_size = 512, epochs = epochs)"
      ],
      "execution_count": 26,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Epoch 1/100\n",
            "98/98 [==============================] - 14s 34ms/step - loss: 2.1256 - accuracy: 0.2130\n",
            "Epoch 2/100\n",
            "98/98 [==============================] - 3s 31ms/step - loss: 1.9005 - accuracy: 0.3151\n",
            "Epoch 3/100\n",
            "98/98 [==============================] - 3s 31ms/step - loss: 1.7813 - accuracy: 0.3601\n",
            "Epoch 4/100\n",
            "98/98 [==============================] - 3s 31ms/step - loss: 1.7036 - accuracy: 0.3863\n",
            "Epoch 5/100\n",
            "98/98 [==============================] - 3s 32ms/step - loss: 1.6428 - accuracy: 0.4072\n",
            "Epoch 6/100\n",
            "98/98 [==============================] - 3s 31ms/step - loss: 1.5906 - accuracy: 0.4254\n",
            "Epoch 7/100\n",
            "98/98 [==============================] - 3s 31ms/step - loss: 1.5456 - accuracy: 0.4408\n",
            "Epoch 8/100\n",
            "98/98 [==============================] - 3s 32ms/step - loss: 1.5005 - accuracy: 0.4568\n",
            "Epoch 9/100\n",
            "98/98 [==============================] - 3s 31ms/step - loss: 1.4587 - accuracy: 0.4714\n",
            "Epoch 10/100\n",
            "98/98 [==============================] - 3s 31ms/step - loss: 1.4255 - accuracy: 0.4854\n",
            "Epoch 11/100\n",
            "98/98 [==============================] - 3s 32ms/step - loss: 1.3974 - accuracy: 0.4988\n",
            "Epoch 12/100\n",
            "98/98 [==============================] - 3s 31ms/step - loss: 1.3668 - accuracy: 0.5106\n",
            "Epoch 13/100\n",
            "98/98 [==============================] - 3s 32ms/step - loss: 1.3387 - accuracy: 0.5219\n",
            "Epoch 14/100\n",
            "98/98 [==============================] - 3s 31ms/step - loss: 1.3132 - accuracy: 0.5286\n",
            "Epoch 15/100\n",
            "98/98 [==============================] - 3s 31ms/step - loss: 1.2874 - accuracy: 0.5398\n",
            "Epoch 16/100\n",
            "98/98 [==============================] - 3s 31ms/step - loss: 1.2646 - accuracy: 0.5487\n",
            "Epoch 17/100\n",
            "98/98 [==============================] - 3s 31ms/step - loss: 1.2471 - accuracy: 0.5589\n",
            "Epoch 18/100\n",
            "98/98 [==============================] - 3s 31ms/step - loss: 1.2235 - accuracy: 0.5640\n",
            "Epoch 19/100\n",
            "98/98 [==============================] - 3s 31ms/step - loss: 1.2061 - accuracy: 0.5713\n",
            "Epoch 20/100\n",
            "98/98 [==============================] - 3s 31ms/step - loss: 1.1876 - accuracy: 0.5782\n",
            "Epoch 21/100\n",
            "98/98 [==============================] - 3s 31ms/step - loss: 1.1678 - accuracy: 0.5868\n",
            "Epoch 22/100\n",
            "98/98 [==============================] - 3s 32ms/step - loss: 1.1472 - accuracy: 0.5932\n",
            "Epoch 23/100\n",
            "98/98 [==============================] - 3s 31ms/step - loss: 1.1306 - accuracy: 0.6024\n",
            "Epoch 24/100\n",
            "98/98 [==============================] - 3s 31ms/step - loss: 1.1192 - accuracy: 0.6060\n",
            "Epoch 25/100\n",
            "98/98 [==============================] - 3s 33ms/step - loss: 1.1033 - accuracy: 0.6099\n",
            "Epoch 26/100\n",
            "98/98 [==============================] - 3s 32ms/step - loss: 1.0915 - accuracy: 0.6152\n",
            "Epoch 27/100\n",
            "98/98 [==============================] - 3s 31ms/step - loss: 1.0783 - accuracy: 0.6204\n",
            "Epoch 28/100\n",
            "98/98 [==============================] - 3s 32ms/step - loss: 1.0609 - accuracy: 0.6263\n",
            "Epoch 29/100\n",
            "98/98 [==============================] - 3s 32ms/step - loss: 1.0435 - accuracy: 0.6356\n",
            "Epoch 30/100\n",
            "98/98 [==============================] - 3s 32ms/step - loss: 1.0308 - accuracy: 0.6377\n",
            "Epoch 31/100\n",
            "98/98 [==============================] - 3s 32ms/step - loss: 1.0189 - accuracy: 0.6431\n",
            "Epoch 32/100\n",
            "98/98 [==============================] - 3s 32ms/step - loss: 1.0080 - accuracy: 0.6454\n",
            "Epoch 33/100\n",
            "98/98 [==============================] - 3s 32ms/step - loss: 0.9959 - accuracy: 0.6494\n",
            "Epoch 34/100\n",
            "98/98 [==============================] - 3s 31ms/step - loss: 0.9824 - accuracy: 0.6566\n",
            "Epoch 35/100\n",
            "98/98 [==============================] - 3s 32ms/step - loss: 0.9703 - accuracy: 0.6610\n",
            "Epoch 36/100\n",
            "98/98 [==============================] - 3s 31ms/step - loss: 0.9590 - accuracy: 0.6636\n",
            "Epoch 37/100\n",
            "98/98 [==============================] - 3s 32ms/step - loss: 0.9457 - accuracy: 0.6692\n",
            "Epoch 38/100\n",
            "98/98 [==============================] - 3s 32ms/step - loss: 0.9366 - accuracy: 0.6709\n",
            "Epoch 39/100\n",
            "98/98 [==============================] - 3s 32ms/step - loss: 0.9247 - accuracy: 0.6766\n",
            "Epoch 40/100\n",
            "98/98 [==============================] - 3s 33ms/step - loss: 0.9132 - accuracy: 0.6801\n",
            "Epoch 41/100\n",
            "98/98 [==============================] - 3s 32ms/step - loss: 0.8996 - accuracy: 0.6840\n",
            "Epoch 42/100\n",
            "98/98 [==============================] - 3s 32ms/step - loss: 0.8970 - accuracy: 0.6858\n",
            "Epoch 43/100\n",
            "98/98 [==============================] - 3s 32ms/step - loss: 0.8867 - accuracy: 0.6894\n",
            "Epoch 44/100\n",
            "98/98 [==============================] - 3s 32ms/step - loss: 0.8716 - accuracy: 0.6966\n",
            "Epoch 45/100\n",
            "98/98 [==============================] - 3s 32ms/step - loss: 0.8626 - accuracy: 0.6988\n",
            "Epoch 46/100\n",
            "98/98 [==============================] - 3s 32ms/step - loss: 0.8516 - accuracy: 0.7014\n",
            "Epoch 47/100\n",
            "98/98 [==============================] - 3s 33ms/step - loss: 0.8423 - accuracy: 0.7047\n",
            "Epoch 48/100\n",
            "98/98 [==============================] - 3s 32ms/step - loss: 0.8302 - accuracy: 0.7092\n",
            "Epoch 49/100\n",
            "98/98 [==============================] - 3s 32ms/step - loss: 0.8250 - accuracy: 0.7119\n",
            "Epoch 50/100\n",
            "98/98 [==============================] - 3s 32ms/step - loss: 0.8140 - accuracy: 0.7137\n",
            "Epoch 51/100\n",
            "98/98 [==============================] - 3s 32ms/step - loss: 0.8056 - accuracy: 0.7189\n",
            "Epoch 52/100\n",
            "98/98 [==============================] - 3s 32ms/step - loss: 0.7929 - accuracy: 0.7210\n",
            "Epoch 53/100\n",
            "98/98 [==============================] - 3s 32ms/step - loss: 0.7833 - accuracy: 0.7237\n",
            "Epoch 54/100\n",
            "98/98 [==============================] - 3s 32ms/step - loss: 0.7732 - accuracy: 0.7316\n",
            "Epoch 55/100\n",
            "98/98 [==============================] - 3s 32ms/step - loss: 0.7589 - accuracy: 0.7359\n",
            "Epoch 56/100\n",
            "98/98 [==============================] - 3s 32ms/step - loss: 0.7582 - accuracy: 0.7344\n",
            "Epoch 57/100\n",
            "98/98 [==============================] - 3s 32ms/step - loss: 0.7507 - accuracy: 0.7366\n",
            "Epoch 58/100\n",
            "98/98 [==============================] - 3s 32ms/step - loss: 0.7368 - accuracy: 0.7421\n",
            "Epoch 59/100\n",
            "98/98 [==============================] - 3s 32ms/step - loss: 0.7298 - accuracy: 0.7455\n",
            "Epoch 60/100\n",
            "98/98 [==============================] - 3s 32ms/step - loss: 0.7203 - accuracy: 0.7490\n",
            "Epoch 61/100\n",
            "98/98 [==============================] - 3s 32ms/step - loss: 0.7112 - accuracy: 0.7506\n",
            "Epoch 62/100\n",
            "98/98 [==============================] - 3s 32ms/step - loss: 0.7052 - accuracy: 0.7532\n",
            "Epoch 63/100\n",
            "98/98 [==============================] - 3s 32ms/step - loss: 0.6925 - accuracy: 0.7575\n",
            "Epoch 64/100\n",
            "98/98 [==============================] - 3s 32ms/step - loss: 0.6839 - accuracy: 0.7611\n",
            "Epoch 65/100\n",
            "98/98 [==============================] - 3s 32ms/step - loss: 0.6732 - accuracy: 0.7638\n",
            "Epoch 66/100\n",
            "98/98 [==============================] - 3s 32ms/step - loss: 0.6648 - accuracy: 0.7682\n",
            "Epoch 67/100\n",
            "98/98 [==============================] - 3s 32ms/step - loss: 0.6646 - accuracy: 0.7673\n",
            "Epoch 68/100\n",
            "98/98 [==============================] - 3s 32ms/step - loss: 0.6542 - accuracy: 0.7700\n",
            "Epoch 69/100\n",
            "98/98 [==============================] - 3s 32ms/step - loss: 0.6447 - accuracy: 0.7745\n",
            "Epoch 70/100\n",
            "98/98 [==============================] - 3s 32ms/step - loss: 0.6364 - accuracy: 0.7775\n",
            "Epoch 71/100\n",
            "98/98 [==============================] - 3s 32ms/step - loss: 0.6347 - accuracy: 0.7789\n",
            "Epoch 72/100\n",
            "98/98 [==============================] - 3s 32ms/step - loss: 0.6189 - accuracy: 0.7820\n",
            "Epoch 73/100\n",
            "98/98 [==============================] - 3s 32ms/step - loss: 0.6126 - accuracy: 0.7836\n",
            "Epoch 74/100\n",
            "98/98 [==============================] - 3s 32ms/step - loss: 0.6093 - accuracy: 0.7870\n",
            "Epoch 75/100\n",
            "98/98 [==============================] - 3s 32ms/step - loss: 0.5998 - accuracy: 0.7893\n",
            "Epoch 76/100\n",
            "98/98 [==============================] - 3s 32ms/step - loss: 0.5977 - accuracy: 0.7912\n",
            "Epoch 77/100\n",
            "98/98 [==============================] - 3s 32ms/step - loss: 0.5859 - accuracy: 0.7941\n",
            "Epoch 78/100\n",
            "98/98 [==============================] - 3s 32ms/step - loss: 0.5780 - accuracy: 0.7972\n",
            "Epoch 79/100\n",
            "98/98 [==============================] - 3s 32ms/step - loss: 0.5722 - accuracy: 0.7989\n",
            "Epoch 80/100\n",
            "98/98 [==============================] - 3s 32ms/step - loss: 0.5672 - accuracy: 0.8000\n",
            "Epoch 81/100\n",
            "98/98 [==============================] - 3s 32ms/step - loss: 0.5573 - accuracy: 0.8051\n",
            "Epoch 82/100\n",
            "98/98 [==============================] - 3s 32ms/step - loss: 0.5505 - accuracy: 0.8065\n",
            "Epoch 83/100\n",
            "98/98 [==============================] - 3s 32ms/step - loss: 0.5462 - accuracy: 0.8050\n",
            "Epoch 84/100\n",
            "98/98 [==============================] - 3s 32ms/step - loss: 0.5383 - accuracy: 0.8096\n",
            "Epoch 85/100\n",
            "98/98 [==============================] - 3s 32ms/step - loss: 0.5318 - accuracy: 0.8131\n",
            "Epoch 86/100\n",
            "98/98 [==============================] - 3s 32ms/step - loss: 0.5236 - accuracy: 0.8146\n",
            "Epoch 87/100\n",
            "98/98 [==============================] - 3s 32ms/step - loss: 0.5198 - accuracy: 0.8190\n",
            "Epoch 88/100\n",
            "98/98 [==============================] - 3s 32ms/step - loss: 0.5144 - accuracy: 0.8190\n",
            "Epoch 89/100\n",
            "98/98 [==============================] - 3s 32ms/step - loss: 0.5097 - accuracy: 0.8198\n",
            "Epoch 90/100\n",
            "98/98 [==============================] - 3s 32ms/step - loss: 0.4991 - accuracy: 0.8242\n",
            "Epoch 91/100\n",
            "98/98 [==============================] - 3s 32ms/step - loss: 0.4908 - accuracy: 0.8266\n",
            "Epoch 92/100\n",
            "98/98 [==============================] - 3s 32ms/step - loss: 0.4929 - accuracy: 0.8252\n",
            "Epoch 93/100\n",
            "98/98 [==============================] - 3s 32ms/step - loss: 0.4766 - accuracy: 0.8319\n",
            "Epoch 94/100\n",
            "98/98 [==============================] - 3s 32ms/step - loss: 0.4742 - accuracy: 0.8325\n",
            "Epoch 95/100\n",
            "98/98 [==============================] - 3s 32ms/step - loss: 0.4713 - accuracy: 0.8325\n",
            "Epoch 96/100\n",
            "98/98 [==============================] - 3s 32ms/step - loss: 0.4632 - accuracy: 0.8367\n",
            "Epoch 97/100\n",
            "98/98 [==============================] - 3s 32ms/step - loss: 0.4563 - accuracy: 0.8384\n",
            "Epoch 98/100\n",
            "98/98 [==============================] - 3s 32ms/step - loss: 0.4535 - accuracy: 0.8396\n",
            "Epoch 99/100\n",
            "98/98 [==============================] - 3s 32ms/step - loss: 0.4522 - accuracy: 0.8396\n",
            "Epoch 100/100\n",
            "98/98 [==============================] - 3s 32ms/step - loss: 0.4429 - accuracy: 0.8429\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "4TdBklM52MoF"
      },
      "source": [
        "# Etapa 6: Avaliação do modelo"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "nZgOolbz2Os2",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "568ec611-d6b6-4f11-dac5-0316dca7aee2"
      },
      "source": [
        "evaluation = cnn.evaluate(X_test, y_test)\n",
        "print('Test Accuracy: {}'.format(evaluation[1]))"
      ],
      "execution_count": 27,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "313/313 [==============================] - 1s 3ms/step - loss: 0.6869 - accuracy: 0.7683\n",
            "Test Accuracy: 0.7682999968528748\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "xmMSKwiv2Oqe",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "03abac9d-667d-4d50-92b7-72ecf04923d0"
      },
      "source": [
        "predicted_classes = cnn.predict(X_test).argmax(axis=1)\n",
        "predicted_classes"
      ],
      "execution_count": 32,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "array([3, 8, 8, ..., 5, 1, 7])"
            ]
          },
          "metadata": {},
          "execution_count": 32
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "4VT8nWsZ2OoG",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "7c257d82-1916-44e5-95a9-8358e3a2c2dc"
      },
      "source": [
        "y_test[1]"
      ],
      "execution_count": 33,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "array([0., 0., 0., 0., 0., 0., 0., 0., 1., 0.], dtype=float32)"
            ]
          },
          "metadata": {},
          "execution_count": 33
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "acHnD3nz2Olm"
      },
      "source": [
        "y_test = y_test.argmax(1)"
      ],
      "execution_count": 34,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "Qgc4cFQx2SjH",
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "outputId": "807dfd60-5f6d-44a9-c010-8be69d149d0a"
      },
      "source": [
        "y_test"
      ],
      "execution_count": 35,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "array([3, 8, 8, ..., 5, 1, 7])"
            ]
          },
          "metadata": {},
          "execution_count": 35
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "kOEtfm1c2ShN",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 686
        },
        "outputId": "f9499c19-1aab-4a58-ee6a-d5e8f009de72"
      },
      "source": [
        "L = 7\n",
        "W = 7\n",
        "fig, axes = plt.subplots(L, W, figsize = (12, 12))\n",
        "axes = axes.ravel()\n",
        "\n",
        "for i in np.arange(0, L*W):\n",
        "    axes[i].imshow(X_test[i])\n",
        "    axes[i].set_title('Prediction = {}\\n True = {}'.format(predicted_classes[i], y_test[i]))\n",
        "    axes[i].axis('off')\n",
        "\n",
        "plt.subplots_adjust(wspace = 1)    "
      ],
      "execution_count": 36,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 864x864 with 49 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "pgVaflOH2SfF",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 609
        },
        "outputId": "cfedc651-7c3f-45b9-c4c0-45c316e78b24"
      },
      "source": [
        "from sklearn.metrics import confusion_matrix\n",
        "import seaborn as sns\n",
        "\n",
        "cm = confusion_matrix(predicted_classes, y_test)\n",
        "plt.figure(figsize = (10, 10))\n",
        "sns.heatmap(cm, annot = True)"
      ],
      "execution_count": 37,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<matplotlib.axes._subplots.AxesSubplot at 0x7f24d0127810>"
            ]
          },
          "metadata": {},
          "execution_count": 37
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 720x720 with 2 Axes>"
            ],
            "image/png": 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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ]
    }
  ]
}