{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "VsZV03UD5Qb5"
   },
   "source": [
    "# 합성곱 신경망을 사용한 이미지 분류"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "MiG7uEQF5QcA"
   },
   "source": [
    "<table align=\"left\">\n",
    "  <td>\n",
    "    <a target=\"_blank\" href=\"https://colab.research.google.com/github/rickiepark/hg-mldl/blob/master/8-2.ipynb\"><img src=\"https://www.tensorflow.org/images/colab_logo_32px.png\" />구글 코랩에서 실행하기</a>\n",
    "  </td>\n",
    "</table>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 실행마다 동일한 결과를 얻기 위해 케라스에 랜덤 시드를 사용하고 텐서플로 연산을 결정적으로 만듭니다. \n",
    "import tensorflow as tf\n",
    "\n",
    "tf.keras.utils.set_random_seed(42)\n",
    "tf.config.experimental.enable_op_determinism()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "fQSb0wK85QcA"
   },
   "source": [
    "## 패션 MNIST 데이터 불러오기"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "BGJBttQs5QcA",
    "outputId": "7312d494-5253-4823-9822-33295351e6cd"
   },
   "outputs": [],
   "source": [
    "from tensorflow import keras\n",
    "from sklearn.model_selection import train_test_split\n",
    "\n",
    "(train_input, train_target), (test_input, test_target) = \\\n",
    "    keras.datasets.fashion_mnist.load_data()\n",
    "\n",
    "train_scaled = train_input.reshape(-1, 28, 28, 1) / 255.0\n",
    "\n",
    "train_scaled, val_scaled, train_target, val_target = train_test_split(\n",
    "    train_scaled, train_target, test_size=0.2, random_state=42)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "Y4m7l2115QcB"
   },
   "source": [
    "## 합성곱 신경망 만들기"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "id": "wubmkM6q5QcB"
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2022-05-19 01:08:58.768953: I tensorflow/core/platform/cpu_feature_guard.cc:193] This TensorFlow binary is optimized with oneAPI Deep Neural Network Library (oneDNN) to use the following CPU instructions in performance-critical operations:  AVX2 AVX512F FMA\n",
      "To enable them in other operations, rebuild TensorFlow with the appropriate compiler flags.\n"
     ]
    }
   ],
   "source": [
    "model = keras.Sequential()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "id": "fcuXinil5QcB"
   },
   "outputs": [],
   "source": [
    "model.add(keras.layers.Conv2D(32, kernel_size=3, activation='relu', \n",
    "                              padding='same', input_shape=(28,28,1)))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "id": "ddZAIUwJ5QcB"
   },
   "outputs": [],
   "source": [
    "model.add(keras.layers.MaxPooling2D(2))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "id": "6NbO08605QcC"
   },
   "outputs": [],
   "source": [
    "model.add(keras.layers.Conv2D(64, kernel_size=(3,3), activation='relu', \n",
    "                              padding='same'))\n",
    "model.add(keras.layers.MaxPooling2D(2))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "id": "sxlx0yyS5QcC"
   },
   "outputs": [],
   "source": [
    "model.add(keras.layers.Flatten())\n",
    "model.add(keras.layers.Dense(100, activation='relu'))\n",
    "model.add(keras.layers.Dropout(0.4))\n",
    "model.add(keras.layers.Dense(10, activation='softmax'))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "1CFKlE-B5QcC",
    "outputId": "c6bae36a-5df6-4e7a-ab21-aec521d67a47"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Model: \"sequential\"\n",
      "_________________________________________________________________\n",
      " Layer (type)                Output Shape              Param #   \n",
      "=================================================================\n",
      " conv2d (Conv2D)             (None, 28, 28, 32)        320       \n",
      "                                                                 \n",
      " max_pooling2d (MaxPooling2D  (None, 14, 14, 32)       0         \n",
      " )                                                               \n",
      "                                                                 \n",
      " conv2d_1 (Conv2D)           (None, 14, 14, 64)        18496     \n",
      "                                                                 \n",
      " max_pooling2d_1 (MaxPooling  (None, 7, 7, 64)         0         \n",
      " 2D)                                                             \n",
      "                                                                 \n",
      " flatten (Flatten)           (None, 3136)              0         \n",
      "                                                                 \n",
      " dense (Dense)               (None, 100)               313700    \n",
      "                                                                 \n",
      " dropout (Dropout)           (None, 100)               0         \n",
      "                                                                 \n",
      " dense_1 (Dense)             (None, 10)                1010      \n",
      "                                                                 \n",
      "=================================================================\n",
      "Total params: 333,526\n",
      "Trainable params: 333,526\n",
      "Non-trainable params: 0\n",
      "_________________________________________________________________\n"
     ]
    }
   ],
   "source": [
    "model.summary()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 856
    },
    "id": "uO2xZfrF5QcD",
    "outputId": "54b42235-81eb-4fd3-9238-3fc8924d2c1b"
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "keras.utils.plot_model(model)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 1000
    },
    "id": "FQTWlPbY5QcD",
    "outputId": "226d3b41-842e-4f2d-bcd4-553ce7530bdd"
   },
   "outputs": [
    {
     "data": {
      "image/png": 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TfZW0Vq1a8vHHH5u1raurqyxfvlw1b1JxFEWRuXPnqtq++OIL1dcUi+Li4iIrVqyQcuXKFbSdOXNGjh49anYNIv+b5H/p0qXFrufm5iZvvPGGqu3kyZNFbmNqrjVvb2+L6ps3b57Uq1dPfvjhh2Ln4XOUxxTOyZbPBVP+8Y9/SEBAgNm19evXT9W2evVqkze+UBxkzlXDG9VUqFDBLuOOGDFCGjVqZNTeu3dvh513rywznG+zUqVKdh1/8eLFqjlIY2Ji5LvvvtPcX2RkpNEc43PnzpVnn33WrO3r169vNK/yrVu3ZNGiRRbVYcvXM4619rN+/Xrp0aOHDBkyRKZNmyaRkZGqm6w2aNBAli5dKr/88ov4+fnpWKk2ttq/mzdvFvy7XLlysmHDBpk1a1bB8dHFxUU6duwo06ZNkw8++ECGDh1q9Npz5swZ6dq1q83nBH705noiUuQN4QDA2ghXAVjdxo0bVcujRo2yaN6qBg0ayIABA4zaCws69u7dqwpzn3nmGQkNDTV7PBGR2rVrS69evVRtu3btMnv7cuXKyWeffVboDXQMPffcc6rlM2fOFLl+vXr1jN40rlmzxuz6REQqVqwocXFxZoVQjvCYwjnZ+rlgqHHjxjJ8+HCLtpkyZYpq+datW7J3716j9RwlXDW8IaC95gH09vaWffv2yeDBg8Xb21uqVq0qERERsmnTJruMD8sY3qiwfPnydh2/TZs2RnN+Tps2TR48eKCpv2XLlqmWAwMDjeaNLM6LL75odNOezz77TLKzs83a3tavZxxrHUfDhg3l8ccfN/v/2tlo2b/MzEzV8zc/P19Gjx5dsNy9e3f5z3/+IzExMfLJJ5/InDlzJDIyUq5evWp0nD179qy89dZbJd+RIhi+5ml97QEALQhXAVjdnj17VMuDBw+2uI9BgwaZve6OHTtUy6+88orF44kYnxRZcsOWXr16SZ06dcxe3/BqsKysLKOr0x5Vrlw5GTlypKpt+vTpsnr1arPHFBHx8vIyaz1HeEzhnGz9XDD06quvmrxjd1GeffZZqVWrlqrtxx9/NFqvrIerIiI1a9aUjRs3Snp6uqSmpsqSJUvMfh2BfRl+m8HU1di29vHHH6uurL548aIsXrzY4n6uXbtmdJdyw5vSmcvwhnCpqaly4MABs7a19esZx1r7cXV1FW9vb6lWrZrqSt+Hdu/eLX379pUOHTrI+fPndaiwZGyxf1lZWarlnJycguPR5MmTJTo62uS3GypXrix///vfZfny5ar2L7/80qZXVRvWW1puSAbAORCuArCqq1evyu3btwuWK1SoIE899ZTF/Tz//PNGbYUFHYcOHVItG55kmMswbPnzzz/N3rZTp04WjeXt7S0eHh6qtuK+vvThhx+q7tKak5MjY8aMkfbt28vWrVslLy/PohqK4giPKZyTPZ4Lj3rhhRcsGk/kf19jbNeunarN1BVm5t7p29YMwxlOGGGK4Vdx9fhKbO3ateXtt99WtX388ceSlJRkUT8///yzUVufPn001dStWzejDwRMXaluiq1fzzjW2s+MGTMkPT1dUlJSJCsrS+7cuSO7d++WiIgI1XPnyJEj0rp1a5N/g47MFvtneDX8QzNnzpSFCxcW+8Hm2LFjVc9bRVFkwYIFZu6R5e7du6da5lgJwJ4IVwFYleEb+sDAQE1Xmvj4+Ejt2rWLXU9RFPnjjz9Ubc2bNxcXFxeLf4YMGaLq59GQuDiPP/642es+ZHiVUXFX61WoUEFiYmKkc+fOqvajR49Kv379pHbt2jJ+/Hj58ccfS/RVKEd5TOGc7PFceMjd3V1atGhh8XgiIk2bNlUtJyQkGK3DlatwJv7+/qrlK1eu6FLH1KlTVVd73r9/X95//32L+jCca7VatWrSoEEDTfV4eHhI69atVW1xcXFmbWvL1zOOtfqqUqWKdOvWTZYsWSKXL19WTUeVlpYmvXr1kt9//13HCkvGGvtn6lsKXbt2lZkzZ5pdx6JFi1TnATt27LDZ3KuGr3nmnEcAgLUQrgKwKsM39FWqVNHcl+GbIlNBx507dyz6CrElDAONoljja7LmBDm+vr6yd+9eWb16tdENCW7cuCHLly+Xbt26SbVq1WTw4MGyYcMGi/ZDxHEeUzgnez0XRP73GmHJze8eVa1aNdWyqTCCcBXO5Mknn1Qt63X1ore3t8ybN0/V9uWXX1r0VXXDkOSJJ54oUU2Gc41fvnzZrO1s+XrGsdZx+Pj4SFRUlGoaq4yMDHn11Vd1rMp6tO6fqWPNggULLJqKp379+tK+ffuC5ezsbDl48KDZ21vC8ENSw9dEALAlwlUAVmV4olCSExPDGziZYss7j3p6etqs75JwcXGRN998Uy5evCiffvqpNG7c2GidtLQ0iYqKkmHDhom/v7+MHTtWLly4YFb/ZfExhXMyDEgtYfgValMhh6OEq4bzyBleGQeIiDRp0kS1fOzYMZ0qERk+fLhq6o38/HyLbkZl+FV6Hx+fEtVjuL0j3EWcY61jcXFxkZUrV6oCxZMnT5qcj9sZadm/h/O4PsrX19fisTt06KBaNrwy3RoyMzON+jV8TQQAW9J2uQc5qRUfAAAgAElEQVQAFMLwKjJrnjyYCjoMPz2vVKmSvPfee1YZr6Qnc7ZWvnx5mTBhgkyYMEEOHTokUVFRsm3bNrl06ZJqvbt378rKlSvl888/lzFjxsj8+fNVNxwxVJYfUziXktwN3fD1xFQY4Sjham5urmrZ1M1KgL/85S+q5dOnT8u9e/fM+qDS2lxcXGTx4sWqmg4cOCBRUVFm3bDS8LmnZXohw3qK6l8PHGsdj6+vr7z44ouycePGgrbt27drmtvbEWnZv6pVq5b4SmjDK8evX79eov5MOXr0qGRnZxcsV61aVdM9HwBAK8JVAFZl+BWiO3fuaO7LnDnDDD9Bz8zMlLfffrvEJ2LOJjg4WIKDg2XJkiVy7Ngx2bBhg/zzn/+UlJSUgnVyc3Nl2bJl8tNPP8nevXulZs2aJvviMYWzMLyi0xKGJ4uGV7KKGIcfWm9wZRiOWsowCNI6FQJKt4YNG0rt2rUlMTFRRP739xodHW00H6e9BAcHy+DBg2XTpk0FbW+//bb07t272G0Nn48leS8h8r8PGR+lR+BsiGOtY3r22WdV4aOeV4DbgqX717hxY/nvf/9bsJyYmCh169a1aEzD57MtrtresWOHarljx44WTV8AACXF0RuAVZm6Y63Wu9jfunVLtWzqShNvb2/V1AO5ubly7do1TeOVFm3btpWFCxdKYmKirF271uiKgbi4OBk0aFChV+7wmMJZPPrhgaUeBlAPPXoDnocMvw6p9YSwpF9BNrz7uNbXVJR+hsHloyGKHv72t7+pjieXLl2ShQsXFrud4Y2kTN1wzhKG22u5UZW1cax1TIYfPJfkOOOILN0/w5s/xsfHWzym4YeZ1pjL+FGKokhUVJSqrW/fvlYdAwCKQ7gKwKoCAwNVy1lZWZreiN27d8/o6+2FqV+/vmr5wIEDFo9XGnl4eMjrr78ucXFxMnToUNXvDh48KLt37y50Wx5TOIPExETJzMzUtK3h61KjRo2M1jG8Ev/+/fsWX72anJxc4q9UGp6Iat1nlH7Dhw9XLe/cuVPXwC4gIMBortX58+fLzZs3i9yuWbNmquWbN2/K+fPnNdXw4MEDo5tpGQZGeuFY63gMP3jOycnRqRLbsHT/mjdvrlr++eefLR7T8JtoVatWtbiPokRHR6uuri1fvrz069fPqmMAQHEIVwFYVaVKlYzmONq5c6fF/Rw7dszoDWBhV1p26tSpxOOVZuXLl5f169cb3fiqqJsY8JjCGeTm5mr6ymZ+fr4cOnRI1WY4X6WI8Q2zcnNzLb6C7ujRoxbXZ8hw/kRzpkxB2RQcHKy6Q3ZOTo4sXbpUx4pE3nvvPfHz8ytYTktLk6SkpCK3CQkJMWrbsmWLpvGjo6ONphB5/vnnNfVlbRxrHY/h36aWGzg5Mkv3r3v37qqv10dHR6vmNjXH6dOnVcumbsRaEosWLVItDxgwwORUPwBgS4SrAKwuNDRUtRwZGWlxH9u2bTN7XcOTpM2bN5t91asz+emnn4y+9mQuDw8PCQsLU7UVdXJbVh5TOL/NmzdbvM2ePXuMrpzr2bOn0Xo1a9aU6tWrq9osDXO1PmcfVaNGDdXyo1foAI9ycXGRyZMnq9qWLVsmN27c0Kmi/33o+uGHH1q0TZ06daRt27aqtuXLl2u6atswePH19TUKNfXCsda2Hjx4YPE2hw8fVi07ylXOpthj//z9/eWZZ54pWE5OTpZvv/3W7PHy8vJUV2S7uLhIcHCw2dsXZ9++fbJ3715V25QpU6zWPwCYi3AVgNW9/vrrquVTp05ZdMXJvXv3ZN26dUbthV252rt3b9Vcr9nZ2TJp0iSHuBuwtWRlZcno0aNl2bJlmvswvNKgSpUqha5bFh5TlA7r168v9ivGhj7++GPVcvfu3Y3mJn6oVatWquUNGzaYPU5CQoJV5rw0/Orw77//rvnmWlqcPXtW/v73v8vKlSt1Delgntdee001r2JaWpp88MEHOlYkMnLkSGnRooVF24wfP161fOXKFfnoo48s6iMyMtLoq/ZvvvmmeHp6WtSPrXCstZ2PPvrI6LW+OLdu3ZLt27er2l544QVrlmU19ty/l156SbU8e/ZsSU9PN2vMrVu3yvXr1wuWg4KCxN/f36xti5Ofn28UpIaGhkrLli2t0j8AWIJwFYDVPf3009KjRw9VW0REhNkn5dOmTTN5A5jCTjbKlSsnU6dOVbVt3bpVJk6caPEJykcffSQxMTEWbWMPH3/8sfz555+yf/9+mThxosU3tMnKypKtW7eq2tq1a1fo+mXhMUXpcPfuXRkzZozZf5fLli0zClvefffdQtfv06ePavn777+XgwcPFjtOTk6OvPbaaxZ/fdKUpk2bqr6Wef/+fbPmZszNzS1y+g9zLF68WJo3by7Tpk2TsWPHSmBgoPz73/8uUZ+wLS8vL6MrRb/44gvZt2+fPgWJiKurq9EVpMUZNmyY0TRDCxYskOjoaLO2j4uLM5rv1cfHx6GuanO0Y+2FCxekT58+4uvrK35+fjJt2jSjKRWcwaZNm+SDDz6QNWvWSGpqqtnbTZ8+XXV1dOXKlR1y7k5779+oUaNUH9hcuHBBIiIiit3u7t27RlfST5gwwex6i7Nw4ULVfMpubm7yt7/9zWr9A4BFFABOafny5YqIFPx06tRJ75JU4uPjlXLlyqlqbNOmjXLp0qUit/vb3/6m2ubRnzfeeKPQ7TIzM5XWrVsbbdOtWzflypUrxdabmJioDBkyRBERxcvLS9m2bVuR67dp00Y1TnR0dLFjGKpSpYqqj/Pnz5tc748//lA8PT1V63bu3Fk5e/asWePcv39f6devn2r7ypUrK3fu3ClyO3s/pvaUnJxstF/Jycl6l2UXGzZsUO13gwYNStSfPZ8LM2fOLPT14bXXXlMyMzOLHGfZsmWKm5ubarthw4YVuc2dO3eU8uXLq7apVauWcvr06UK3uXXrltKjR4+C9Q2fv7GxscU/KAaaNWum6qNLly5KXl5eoevv379fadGihVK+fHnl9u3bFo+nKIpy/PhxxcXFxeix9vHxKfb1o7Rw9GNtYfLy8pS2bduqag8ICND8t5CSkqLqq2nTppr6CQsLM/n8TUlJMbn+/v37jZ6znp6eyqZNm4oc5/jx40qNGjWMxlm7dm2R29nz9ewhRznW3r17V6lTp47JOop6rXE0hw8fVry8vArqb9KkifLbb78Vu92HH35otO8zZsywSk3jxo1T9Ttz5kzNfem1f8uWLTPafvz48Up+fr7J9W/evKm0b99etX6rVq2s9rd06tQpo/OMMWPGWKVveynL70WBUmgT4SrgpJzhhO/zzz83etNQuXJl5Z133lFOnDih3L9/X1GU/wURO3fuVEJDQwvWq1KlijJ48GDVtq+88kqR4125csXkyZSHh4fy6quvKlu3blWuX7+u5ObmKjk5Ocq1a9eUnTt3KqNHj1a8vb1V29SsWVNJT08vdCx7noB99tlnJk9G3dzclAEDBijr1q1T4uPjC8KO/Px8JTU1VTlw4IDywQcfKH5+fkbbLlq0yKwa7fmY2lNpf0ObkpKizJs3z+TP0KFDVftdtWrVQtdNS0srdiw9w9XHHntMFVzWq1dPWbp0qfLnn38q2dnZSlZWlhIfH68sW7ZMadWqldH/+ZNPPmlWSDhv3jyjbb28vJR33nlHOXv2rJKTk6OkpaUpp0+fVt59912lWrVqBeuNGjXKKDj55ZdfLH6M5s+fb1RDly5dlAMHDij3799XcnJylP/+97/KN998o3Tv3l213tKlSy0eT1EUZcaMGSZfe0RE2bp1q6Y+nY0zHGsLc/r0aaPwoVu3bkpubq7FfVkrXI2Pj1c8PDyM/p4KC1cVRVEWL15s8m8wLCxM+f777wuew+np6crBgweV0aNHK+7u7kbrmxO86BGuKopjHGtXr15d6PN9/fr1Fvenl169epl8v/Tqq68q0dHRSmpqqpKfn69kZ2crly9fVr766islKCjIaJvmzZsX+4GduawZruq1fzk5OUqHDh2M+nn22WeV7du3K/fu3VPy8/OVxMREZfny5UrNmjVV65UvX145deqU5v1+VEpKihIQEKDq/4knnnC6D/1K+3tRoIwhXAWclbOc8M2ePbvQN+sP3xAatrm6uio7duxQPvroI1X7wIEDix0vLi5Oady4cZFjuri4mLwa6+GPn5+fcvz48SLHsfcJWFRUlOLr61vkfj18PIvaN5H/XeFX2JUGptjrMbWn0v6G9vfffy/2b8Wcn+vXrxc7lp7haosWLZRNmzYprq6uFv9NBgQEKAkJCWbVl5eXp3Tp0qXIv39T7W3btlUyMzOVv/zlL6r2f//73xY/Rnfv3jU6WTWnBhFRevToYfF4iqIYvQY/+vPdd99p6tPZOMuxtjALFy40+r978803Le7HWuGqoijKxIkTjWoqKlxVFEVZsGBBkX/jpt5LGO6zOVfM6RWuKor+x9q//vWvhfYbFhamqU89ZGRkGH1bx/DH1DHj0Z/69esrly9ftlpN1gxX9dy/a9euKfXr17d4XA8PD2XLli2a9/lR9+/fNwp5XV1dlQMHDlilf3sq7e9FgTJmE3OuArCpGTNmyPr166Vy5comf284d2jVqlVl165d0qtXL6lTp47qd1evXi12vKeeekpiY2PljTfeEHd3d5PrKIpS6Fxmzz//vPz666/SunXrYseyp4EDB0pcXJyMHj1aPDw8Cl0vLy+v0H3z8vKSTz75RNauXauav7E4pfUxRekwaNAg2bJli/j5+anai/qbDA0NlSNHjhjdKKowrq6usnPnTunbt6/J35saZ8SIERITEyNeXl7y+OOPq36XmJho1riPqly5smzYsEG8vLzMrsHd3V2mTp0qmzdvtng8kf/d6MTUa0WlSpUkJCREU5+wr0mTJsngwYNVbZ999pm89dZbut00acaMGVK1alWLtpk6dars2rVLateubfL3hc1DXqVKFVmzZo2sXr1aXF0d+7RH72NtYc93EZFLly5p6lMP5cuXl82bN8uKFStUNwt7VFE3BAwNDZXDhw9L3bp1bVViiei5f7Vq1ZKDBw9Khw4dzB63Zs2asmvXrkKPn5ZIT0+XXr16yeHDh1Xtf//73+Uvf/lLifsHgJJw7HcZAEqFV155Rc6dOycTJ04UX19fk+t4eHjI8OHD5cSJEwV3LjU8eT958qTJG10Zqlixonz++ecSHx8v48aNkyeeeKLI9d3d3aV79+6yc+dO2bt3r8O+ofbz85NVq1bJpUuX5MMPP5TWrVubFZLWrVtXpk+fLgkJCTJt2jSLgtWHSutjitIhLCxM4uLi5K233ir0gxwRkeDgYNm2bZtER0cbhbHF8fLyki1btsi3334rjRo1KnS9li1bysaNG+Wf//yneHt7i4hIx44dVetovbFQSEiIHDlyRDp16lTkeo8//ri89957cvHiRVmwYEFBHZZq166dzJkzRxVKeXl5yVdffVXoazkci4uLi6xfv94oDFm6dKkMHTpUl5sV+fj4yMyZMy3erlu3bnL+/HlZuHChNGnSpMh169atK++//75cuHBBRo4cqbVUu9PzWNuxY0dZsWKFuLm5Gf2ufPnymvvVg6urq4SHh0tCQoIsXrxYWrVqVez6HTt2lK1bt0p0dLTUqFHDTpVqo+f+PQxYV69eLYGBgYWuV7VqVXn77bclLi5Onn/+ec3jPXT9+nXp2LGj0U3bwsPDZdKkSSXuHwBKykXR62NrACWyYsUKGTduXMFyp06ddL0TsLlycnLk6NGj8ttvv8nt27fFy8tLGjZsKB07dhQfHx+bjZuQkCC//fabpKamys2bN0VRFPH19ZWGDRtKUFCQVKpUyWZj29Ldu3fl1KlTcuHCBUlNTZWsrCzx8PCQypUry+OPPy5PP/20BAQE2GRsZ35MU1JSjE4ukpOTpXr16jpVBHPMmjVLZs+eXbDcokULOXXqlGqd7OxsOXLkiJw5c6bgNaZu3brSoUMHo6vhSyIuLk5iY2Plxo0boiiK1KlTR4KCguTJJ5+02hhFuXz5shw9elSuXr0qmZmZ8thjj0mNGjWkbdu2Uq9ePauOdfr0adm/f7+IiPTp06dMfVjirMdaQ7dv35bu3btLbGysqr1t27by7bffSoMGDXSqTLuLFy/K8ePH5erVq5KWlibe3t7i5+cnrVq1kqeeekrTB4mOyN7H2u3bt0v//v1VVwOPHDlS1qxZY9Vx7C01NVWOHTsmFy5ckNu3b4uLi4tUqVJFGjRoIG3btpVq1arpXWKJ6LV///nPf+T48eOSmJgoubm54uvrK82bN5egoKAiv2lliZiYGBk+fLjRtz5effVVWbt2rcNflV4Y3osCpUoU4SrgpErLCR+gB97QOidzwlXAmkrTsfbevXvy4osvysGDB1XtFStWlAULFsibb77ptCEFrGvQoEGq6US+++476d+/v44VoSxKT0+X2bNny8KFC42mHBg9erSsXLnSqT9E4b0oUKpE8Q4KAAAAKOUqV64se/fulVGjRqna09LSJDw8XNq1ayeZmZk6VQdHkpubW/Bvf39/6d27t47VoCw6d+6cNG7cWBYsWKAKVt3d3WXJkiWyatUqpw5WAZQ+hKsAAABAGeDp6SmfffaZrF271mh+4vT0dKebWxPWl5qaKnv27ClYfv/996329W7AXDVq1JCkpCRVW0BAgOzdu1ciIiJ0qgoACke4CgAAAJQhr7/+upw9e1Z1RaI17uYN5zdr1izJyMgQEZHWrVvL6NGjda4IZZGPj0/BzSDd3NzkrbfekjNnzhjdIBIAHIW73gUAAAAAsK86derI9u3bZd++ffLee+8RrkJ2794tK1asEBERLy8vWbdunbi5uelcFcqqfv36ia+vr8ydO1caN26sdzkAUCTCVQAAAKCMCgkJkV9++UXvMqCzCxcuyCuvvCIP73X86aefSvPmzXWuCmXZuHHjZPz48XqXAQBmYVoAAAAAACijrl27Jl26dJHk5GQREZkwYYLRjc8Ae+OGVQCcCeEqAAAAAJRRvr6+0rZtWxER6d+/vyxevFjnigAAcC6EqwAAAABQRnl5ecnGjRtlxYoVsmHDBuZZBQDAQoSrAADAKcyaNUsURSn4OXXqlN4lAUCp4OrqKuHh4eLp6al3KQAAOB3CVQAAAAAAAADQgHAVAAAAAAAAADQgXAUAAAAAAAAADQhXAQAAAAAAAEADwlUAAAAAAAAA0IBwFQAAAAAAAAA0IFwFAAAAAAAAAA0IVwEAAAAAAABAA8JVAAAAAAAAANCAcBUAAAAAAAAANCBcBQAAAAAAAAANCFcBAAAAAAAAQAPCVQAAAAAAAADQgHAVAAAAAAAAADQgXAUAAAAAAAAADQhXAQAAAAAAAEADwlUAAAAAAAA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\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "keras.utils.plot_model(model, show_shapes=True, to_file='cnn-architecture.png', dpi=300)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "7sO3by845QcE"
   },
   "source": [
    "## 모델 컴파일과 훈련"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "Msys0HQp5QcE",
    "outputId": "63fbfabf-fee3-45e7-896d-d9c0bb35b50d"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 1/20\n",
      "1500/1500 [==============================] - 64s 42ms/step - loss: 0.5421 - accuracy: 0.8064 - val_loss: 0.3392 - val_accuracy: 0.8733\n",
      "Epoch 2/20\n",
      "1500/1500 [==============================] - 62s 41ms/step - loss: 0.3595 - accuracy: 0.8713 - val_loss: 0.2821 - val_accuracy: 0.8951\n",
      "Epoch 3/20\n",
      "1500/1500 [==============================] - 45s 30ms/step - loss: 0.3068 - accuracy: 0.8885 - val_loss: 0.2593 - val_accuracy: 0.9038\n",
      "Epoch 4/20\n",
      "1500/1500 [==============================] - 45s 30ms/step - loss: 0.2745 - accuracy: 0.9011 - val_loss: 0.2433 - val_accuracy: 0.9095\n",
      "Epoch 5/20\n",
      "1500/1500 [==============================] - 45s 30ms/step - loss: 0.2463 - accuracy: 0.9098 - val_loss: 0.2476 - val_accuracy: 0.9109\n",
      "Epoch 6/20\n",
      "1500/1500 [==============================] - 45s 30ms/step - loss: 0.2292 - accuracy: 0.9174 - val_loss: 0.2184 - val_accuracy: 0.9205\n",
      "Epoch 7/20\n",
      "1500/1500 [==============================] - 45s 30ms/step - loss: 0.2118 - accuracy: 0.9224 - val_loss: 0.2276 - val_accuracy: 0.9172\n",
      "Epoch 8/20\n",
      "1500/1500 [==============================] - 44s 30ms/step - loss: 0.1946 - accuracy: 0.9284 - val_loss: 0.2184 - val_accuracy: 0.9233\n"
     ]
    }
   ],
   "source": [
    "model.compile(optimizer='adam', loss='sparse_categorical_crossentropy', \n",
    "              metrics='accuracy')\n",
    "\n",
    "checkpoint_cb = keras.callbacks.ModelCheckpoint('best-cnn-model.h5', \n",
    "                                                save_best_only=True)\n",
    "early_stopping_cb = keras.callbacks.EarlyStopping(patience=2,\n",
    "                                                  restore_best_weights=True)\n",
    "\n",
    "history = model.fit(train_scaled, train_target, epochs=20,\n",
    "                    validation_data=(val_scaled, val_target),\n",
    "                    callbacks=[checkpoint_cb, early_stopping_cb])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "id": "Q9ZA46lb5QcE"
   },
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 279
    },
    "id": "1JaC-KDn5QcF",
    "outputId": "5d5d5d4b-3619-4b79-9b40-99c1bb5bed91"
   },
   "outputs": [
    {
     "data": {
      "image/png": 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2i8g2EZnTynnTRURFJNdn38PudZtF5KpA1uklEWF2Xiab9lSTX1zhdTnGGHNMwAJCREKBx4GpwDDgNhEZ5ue8OOC7wAqffcOAW4HhwBTgj+77BaXrR/cnLiqMebYkqTGmEwnkHcRYYJuq7lDVBmAhcL2f834G/A9Q57PvemChqtar6ufANvf9glJMRBg356Tz1rrd7KuuO/0FxhjTAQIZEKmA72RDpe6+Y0QkG0hX1dfP9Fr3+ntEJF9E8svLy9unao/MysuksVlZ+KnNz2SM6Rw866QWkRDgN8D3zvY9VHWuquaqam5ycnL7FeeBAUmxXDooiedW7KSpucXrcowxJqABUQak+2ynufuOigNGAO+LSBEwHljsdlSf7tqgNDsviz2H6li6Ya/XpRhjTEADYiUwSEQGiEgETqfz4qMHVbVKVZNUNUtVs4DlwDRVzXfPu1VEIkVkADAI+DSAtXYKXx6SQmpCNM/Y/EzGmE4gYAGhqk3A/cASYCPwoqquF5FHRGTaaa5dD7wIbADeAu5T1eZA1dpZhIYIM8dnsnzHQbbsrfa6HGNMNyfB8nBWbm6u5ufne13GOTt4uIHxv3yHGbnp/OyGEV6XY4wJciJSoKq5/o7Zk9SdTK/YCK4d2Y9XCkuprmv0uhxjTDdmAdEJzc7L4nBDM6+uCvp+eWNMJ2YB0QmNTk9gZFpP5i0rtvmZjDGesYDopGaNz2TbvhqW7TjgdSnGmG7KAqKTum5UfxJjwpn3ic3PZIzxhgVEJxUVHsotF6WzdONedlcd8bocY0w31KaAEJHviki8OJ4SkUIRmRzo4rq7meMyaVHluRW2JKkxpuO19Q7ia6p6CJgMJAKzgEcDVpUBIL1XDF++IIXnPy2hocnmZzLGdKy2BoS4/14NzHefdJZWzjftZFZeJvtr6nlz3W6vSzHGdDNtDYgCEfknTkAscRf5sT9pO8DEQclk9Y5hvi0mZIzpYG0NiK8Dc4CLVLUWCAe+GrCqzDEh7vxM+cUVrN9V5XU5xphupK0BkQdsVtVKEZkJ/Aiwb6sOcnNOOlHhIXYXYYzpUG0NiD8BtSIyCmeBn+3AvIBVZU7QMyacG0an8rfVZVTV2vxMxpiO0daAaFJnzofrgT+o6uM4C/6YDjIrL5O6xhZeKrAlSY0xHaOtAVEtIg/jDG993V0uNDxwZZmTDe/fk5zMRBYsL6alxeZnMsYEXlsDYgZQj/M8xB6cJUB/HbCqjF+z8zIpOlDLR9v2e12KMaYbaFNAuKHwLNBTRK4F6lTV+iA62JQRfUnqEcETH2ynrjHoF9gzxnisrVNt3IKzJvTNwC3AChG5KZCFmS+KDAvlvi8N5JPtB7j+D/+yYa/GmIBqaxPTf+I8A3Gnqs4GxgI/DlxZ5lS+OmEAf73rIg7WNnDD4//i8fe20dRszywaY9pfWwMiRFX3+WwfaMu1IjJFRDaLyDYRmePn+L0islZEVovIxyIyzN2fJSJH3P2rReTPbayzW/jSkBT++eBEJg/ry6+XbOaWJ5ZRtP+w12UZY4JMWwPiLRFZIiJ3ichdwOvAG61dICKhwOPAVGAYcNvRAPDxnKpeqKqjgV8Bv/E5tl1VR7uve9tYZ7eRGBvBH24fw+9uHc22fTVM/d1HLFhuK9AZY9pPWzupvw/MBUa6r7mq+oPTXDYW2KaqO1S1AViI8xyF7/se8tmMBezb7QyICNePTmXJv00kNyuRH/1tHXf9dSV7D9V5XZoxJgi0ecEgVX1ZVR9yX6+24ZJUwPeprlJ33wlE5D4R2Y5zB/GAz6EBIrJKRD4QkUvbWmd31K9nNM98dSyPXD+cFZ8fYPJvP+Tva3Z5XZYxpotrNSBEpFpEDvl5VYvIodaubStVfVxVzwd+gDPHE8BuIENVxwAPAc+JSLyf+u4RkXwRyS8vL2+PcrqskBBhdl4WbzxwKQOSYvnO86v4zvOrqKxt8Lo0Y0wX1WpAqGqcqsb7ecWp6he+sE9SBqT7bKe5+05lIXCD+7n1qnrA/bkAZ+6nwX7qm6uquaqam5ycfJpyuofzknuw6N48vnflYN5cu5urHvuQD7Z07/A0xpydQK5JvRIYJCIDRCQCuBVY7HuCiAzy2bwG2OruT3Y7uRGR84BBwI4A1hpUwkJD+M6kQfztvgnER4Vz59Of8qO/raW2ocnr0owxXUjAAkJVm4D7gSXARuBFVV0vIo+IyDT3tPtFZL2IrMZpSrrT3T8R+Mzdvwi4V1UPBqrWYDUitSd//84l3H3JAJ5dsZOrf/cRBcUVXpdljOkiJFiGRebm5mp+fv7ZXVy+BZIGgQTvKqrLth/g319aw+6qI3zr8vP57qTBRIQF8gbSGNMViEiBqub6O2bfEPu3wZ8vgZfvhvpqr6sJmLzze/PWg5cyPTuNx9/bzg2P/4vNe4L39zXGnDsLiF7nwWXfh/WvwBOXwe7PvK4oYOKiwvn1zaOYOyuHvYfquO7/fszcD7fTbNOHG2P8sIAICYGJ34c7/wGNtfDkFbDySQiSpjd/Jg/vy5J/m8jlFyTz329s4ra/LKfkYK3XZRljOhkLiKOyJsC9H0PWJfD692DRV6GuXR716JSSekTyxKwc/vfmUWzYdYgpj33ICyt32lQdxphjLCB8xSbBHYtg0k9gw2J4YiLsWu11VQEjItyUk8ZbD17KyLQEfvDyWr4xL5/y6nqvSzPGdAIWECcLCYFLH4K7XoemenjqSlgxN6ibnNISY3j27nH8+NphfLh1P1c99iFvrdvtdVnGGI9ZQJxKZp7T5HTe5fDm9+HF2VAXvAv0hIQIX79kAK9/5xJSE6K5d0EhD72wmqojjV6XZozxiAVEa2J7w20vwJWPwKbX4c+XQlmh11UF1KA+cbzy7Yt5YNIgXluzi6mPfci/bA1sY7olC4jTCQmBCd+Fr74JLc3w1GRY/qegbnIKDw3hoSsH8/K3LiYqPJQ7nlzBf/19va2DbUw3YwHRVhnj4N6PYOAV8NYceGEmHAnuaStGpyfw+gOXctfFWfz1X0Vc8/uPWFNS6XVZxpgOYgFxJmJ6wW3Pw+RfwJa3nFFOpQVeVxVQ0RGh/HTacBZ8fRy1Dc3c+KdP+O3SLTTaOtjGBD0LiDMlAhffD199y1n/7unJsOzxoG5yArhkUBJvPTiRaaP687t3tjL9T5+wbV+N12UZYwLIAuJspV8E934Ig66CJT+EhbdDbXBPONszOpzfzhjNH+/IpuRgLdf8/iOe/vhzWmyqDmOCkgXEuYhOhFufhat+CVuXOk1OJZ96XVXAXX1hP5b820QmDEzikX9sYOZTKyirPOJ1WcaYdmYBca5EIO/b8PUlzs9/nQr/+j20BHcbfUpcFE/dmcujN17ImpJKpvz2Q14pLLWpOowJIhYQ7SU1B775EVwwFZb+GJ6/NeibnESEW8dm8OZ3JzKkXxwPvbiGby0o5ECNTdVhTDCwgGhP0Qlwy3yY+ivY8Z6zzsTO5V5XFXAZvWNYeE8eD08dwrub9nHVYx/y9oa9XpdljDlHFhDtTQTGfRO+/k8IDYe/Xg0f/zbom5xCQ4RvXnY+i78zgeS4KO6el88PFn1GdZ1N1WFMV2UBESj9x8A3P4Sh18HbP4XnboHDwT9lxZC+8fztvov59uXn81JBCVN/9xGLCkrtKWxjuiBbkzrQVJ0FiJb8EGJ6w01PQ+bFXlfVIQqKD/LwK2vZsreGXrER3HpROneMzyQ1Idrr0owxLs/WpBaRKSKyWUS2icgcP8fvFZG1IrJaRD4WkWE+xx52r9ssIlcFss6AEoGx34C734bwaPh/18CH/xv0TU4AOZm9WPLgRJ69exy5mYn8+YPtXPo/7/LN+fl8sm2/jXgyppML2B2EiIQCW4ArgVJgJXCbqm7wOSdeVQ+5P08Dvq2qU9ygeB4YC/QH3gYGq+op2yk67R2Er7pD8PfvOutfn/9l+Mpc6JHsdVUdprSilmdX7GThpzupqG1kYEoP7szL5CvZafSIDPO6PGO6Ja/uIMYC21R1h6o2AAuB631POBoOrlicyStwz1uoqvWq+jmwzX2/ri0q3mliuva3UPQvZ5TT5x95XVWHSUuM4QdThrDs4Un8782jiA4P5cevrSfvv9/hp4vXs73cpu4wpjMJZECkAiU+26XuvhOIyH0ish34FfDAGV57j4jki0h+eXl5uxUeUCKQ+zX4xjsQ2QPmTYMPfuVMJd5NRIWHclNOGovvn8Cr376YK4b14dkVxUz6Px8w66kVvL1hL802fYcxnvN8FJOqPq6q5wM/AH50htfOVdVcVc1NTu5iTTV9L4R73ocR0+G9X8D8r0DNPq+r6lAiwpiMRH47YzSfzJnE964czNa9Ndw9L5/Lfv0eT3ywnYrDDV6XaUy3FciAKAPSfbbT3H2nshC44Syv7Zoi4+DGv8B1v4eSFfCnCbDjA6+r8kRyXCTfmTSIj37wJf54RzapCdH88s1NjP/lO/zHojWsKwve5V6N6awC2UkdhtNJPQnny30lcLuqrvc5Z5CqbnV/vg74iarmishw4DmOd1K/Awzq8p3Urdm7Hl66C/Zvhct+AJf9B4SEel2VpzbtOcS8ZcW8WljGkcZmcjITufPiLKYM70tEmOc3v8YEhdY6qQP6HISIXA08BoQCT6vqL0TkESBfVReLyO+AK4BGoAK4/2iAiMh/Al8DmoAHVfXN1j6rywcEQH0NvP49+GwhZF0K05+EuL5eV+W5qiONLCooZf6yIooO1JIcF8ntYzO4fVwGfeKjvC7PmC7Ns4DoSEEREOA8WLf6WXj9351O7BvnOkNiDS0tygdby5n3SRHvbyknVIQpI/py58VZ5GYmIiJel2hMl2MB0RXt2wgv3gn7t8DEf4fL5kCoPStwVNH+wyxYXsyL+SUcqmtiaL947szL5PrRqURHdO+mOWPOhAVEV9VwGN74vnNHkTkBpj8F8f28rqpTqW1o4rXVu3jmkyI27ammZ3Q4t+SmMWt8Fhm9Y7wuz5hOzwKiq1v9nNM3ER7tNDkNvMLrijodVWVlUQXPLCvirXV7aFHlyxekMPviLC4dmERIiDU/GeOPBUQw2LfJGeVUvhEuuhsuvBnSLur2I5382VNVx3Mrinnu053sr2lgQFIss8ZnclNuGvFR4V6XZ0ynYgERLBpqYcnDUDgftBmie8GgyTD4Khg4CaJ6el1hp1Lf1Mxb6/bwzCdFFO6sJCYilK+MSWV2XhYX9I3zujxjOgULiGBzpBK2vwOb34JtS+FIBYSEOdOID57ivHqf73WVncra0irmLSvitTW7aGhqYfx5vbgzL4srh/UhLNSeqTDdlwVEMGtugtKVsOUt51W+ydnfe5BzZ3HBVEgf56xuZzh4uIEX80uYv6yYssoj9OsZxczxmcy4KJ2kHpFel2dMh7OA6E4Ofg5b/wmb34Sij6Gl0Wl6GngFDJ7qNEXF9PK6Ss81tyjvbNzLvGXFfLxtPxGhIVw7sh93jM8kOyPBnqkw3YYFRHdVXw3b34MtS2DrEjhcDhIKGeOdu4vBUyBpsDPDbDe2bV8185cVs6iglMMNzZyXFMuN2al8JTvNVr8zQc8Cwjgr2O0qdO4stiyBvWud/YlZzp3F4KucZy3CIjwt00s19U288dluFhWW8unnBxGB8QN6Mz0njakj+hJrixqZIGQBYb6oqtTtt1jizCDbXA8RcTDwy86dxaDJEJvkdZWeKTlYyyuFZbyyqpTiA7VEh4cydURfbsxOI+/83oTacxUmSFhAmNY1HIbPPzx+d1GzBxDnOYujHd0pw7plU5SqUlBcwcuFZfzjs11U1zXRr2cUN4xJZXp2GgNTenhdojHnxALCtJ0q7F5zfFTUrlXO/p7pbr/FVMi6BMK73yyqdY3NLN2wl1cKS/lw636aW5RR6QlMz07lupH9SYztvs1zpuuygDBnr3qPOyrqLdjxHjTWQngMnPcluMBtiuqGU5Lvq65j8epdLCooZdOeasJDhS8PSWF6dhqXX5Bi61WYLsMCwrSPxjpn6OwWtymqyl02vP+Y4x3d/UZ1u6aoDbsO8XJhKa+tLmN/TQO9YiOYNqo/07PTGJEab0NmTadmAWHanyrs23C836J0JaAQ1+/4ENoBl0FE95lRtbG5hY+2lvNyYRlLN+yloamFQSk9mJ6Txg2jU+nbs/s1y5nOzwLCBN7h/bB1qXN3se1daKiGsCgYMBEy8iA1B/qP7jbzRVXVNvL62t28XFhKQXEFIQITBiYxPTuNq4b3tTUrTKdhAWE6VlMD7Pzk+FxRB7YdP5Y0GPpnQ2q2Exp9RgR9h/fn+w/zamEpLxeWUVZ5hNiIUK6+sB/Tc9IYm9XLpiI3nrKAMN6qPeiMhtpVCGWFUFYANXudYyHh0Gf48cDonw3JFwTlNOYtLcqnRQd5uaCUN9bu5nBDM2mJ0dw4JpUbs9PISor1ukTTDXkWECIyBfgdEAo8qaqPnnT8IeBuoAkoB76mqsXusWbAfdyXnao6rbXPsoDoQlTh0C43MAqc0Ni1CuoPOcfDY53mqNTs43cbCZlB1fl9pKGZJev38HJhKR9v248q5GQmMj07jWtG9qNntE2uaDqGJwEhIqHAFuBKoBRYCdymqht8zvkSsEJVa0XkW8DlqjrDPVajqm1+CskCootraYGD248HRlkB7FnrPOENENPbDYuc48HRI9nbmtvJnqo6Xl1VxsuFpWzbV0NEWAhXDuvD9OxUJg5KtunITUB5FRB5wE9V9Sp3+2EAVf3lKc4fA/xBVSe42xYQ3V1TA+xb795huM1T5ZtAW5zjPTPcpik3OPqNgsiuuxCQqrK2rIpXCst4bXUZFbWNJPWI5PrRzpDZYf3jvS7RBCGvAuImYIqq3u1uzwLGqer9pzj/D8AeVf25u90ErMZpfnpUVf/m55p7gHsAMjIycoqLiwPwm5hOpb7GedLbt3mq8uj/3QWShxwPjf7ZTid4F5yAsKGphfc27+OVwlLe3bSPxmZlSN84bspJY9ro/qTERTlNdUHU7Ga80VpAdIrpKUVkJpALXOazO1NVy0TkPOBdEVmrqtt9r1PVucBccO4gOqxg453IHpA1wXkddXi/04dxNDC2LIHVzzrHQiOg74UnNk/1HgQhHjbbqDpPpNcdcqZkrz/kvHy2I+qruaq+mqviq6gfUcWB/eUcqqogdGk1zW8f4UjIESJppDlrIuG5s+GCqyHMFjwy7SuQAVEGpPtsp7n7TiAiVwD/CVymqvVH96tqmfvvDhF5HxgDbD/5emOITYJBVzovcL6Aq0p8+jMKYc3zsPIvzvHIeKc56mhgpOZAfGrb/hpvqne/yI++qp3XsS/3qpO2D/nf1ubTf1Z4LETFExkZR/+oOPr37EcN57GjOpT3DyhHGpqYsuNT+n/+LodD4ylJu5aIi+4kc9g4m23WtItANjGF4XRST8IJhpXA7aq63uecMcAinKaorT77E4FaVa0XkSRgGXC9bwf3yawPwrSqpRn2bzneAb6rEPasc1bcA4hNcYKiZ6rTjHWKv+xpbjj9Z4VGOn0hUfHOv5HxzuuE7Tj3nJ4n7jt6TkQchJ7677fmFmeW2YKicuo2vcvwfYu5rOVTIqWJ9TqAlYlXc3jwVxh2fibZ6Yn0jLFRUcY/L4e5Xg08hjPM9WlV/YWIPALkq+piEXkbuBDY7V6yU1WnicjFwBNACxACPKaqT7X2WRYQ5ow11Tshcaw/owBq9rlf0vFf/NJu7cs+yud8D5p6VJWS0lIOrniOlO0v0f/IVuo1nCUtubzYfDl7eo1lTGZvsjMTyc5IZFBKD3tAzwD2oJwx3c/uNTTmz4e1LxLeUMWB0BQWNU9kfv0llGoKcZFhjM5IYExGIjmZiYxOT7BnL7opCwhjuqvGOtj8BqxagG5/F0HZ13ss78dexbNVI1m7r5EW9ytgUEoPsjMSyc5MIDsjkfOT7S6jO7CAMMZAZQmsWQirF0BFEUTG0zjsRjb0mcaHNekUllRSuLOSqiNOv0x8VBijMxLJzkg4dpcRF2V3GcHGAsIYc1xLCxT/C1YtgA2vQdMRSB4KY2bScuEt7DgSQ+HOClbtrKCwuJIt+6qPPXIxOCWO7EynaSo7I5HzkmLtLqOLs4AwxvhXVwXrXnGeGyldCSFhzloeY2bBwCsgNIxDdY2sKamksLiSwp0VFO6soLquCYCe0eGMyXCapHIyExmVnkCPyE7xeJVpIwsIY8zp7dvkND+tWQiHy6FHHxh1G4yZCUmDjp3W0qJsL69xwsINja37agAIERjcJ+7YaKnsjAQGJMXaqnqdmAWEMabtmhuddchXLXCeStdmSB/vBMXwG/zOd1V1pJHVJZUUFjt3GKt3VlJd79xlJMaEHxstlZ3h9GXYgkmdhwWEMebsVO+FzxY6YbF/i/N09/AbnLDIyDvl0+ctLcq28hoKiiuOhcb28sMAhIUIw/rHk52RSG6WExz9ekZ34C91kqYGOFTmPH1fVep05tfsdZ7Q75kGPdMhIcN52j4IF7eygDDGnBtVp49i1QKnz6KhGnqdD2PucJqh4vuf9i0qDjewqqSCguIK8osqWFNaSV2jMzNvakI02ZmJ5GQkkJvViyF949pvmvP6GufLv7IEqna6/5Ye31e9GzjpezA6EY5UfnF/jz5OYPRMg4R0Z0bhhPTj+6IT2qfmDmQBYYxpPw2HYcNiJyyKPwYJcTq0x8yEwVPbPHtuY3MLG3cfIr+ogoKdFRQUVbDnUB0AMRGhjE53htce7c/w+yCfqjNZY1WJTwicFAZ1lSdeExLuTKly9M7g2F2Czxd9WKTT1Hao7Ph7VpVC5U6f9y89vl7JUZHxJ75Xgvt+R4MkNsXbiSL9sIAwxgTGge2w+jnnVb3LWdhp5AwnLPoMP6O3UlV2VdW5c0wdpGBnBZt3VZCiB0kL2U92zxpGx9cwKLKCvlpOdO0upKrUGabrK6KHny9pn5979GmfJW1bWqB2/0l3Jj7hUbXTGSXmKzTCDYy0E+8+jv4bn9rh09NbQBhjAqulGba/B6vmO09uNzdA/zFOUIy46dRNLw21x79MK0+6C6gqRQ/tQk6a+bZc4ynTJPaHpNDSM42YlAH0TR9I+oAhRCZlQlRC51kno+7QSb/TSXc5NXtOukAgru8X72gSMo7va+dFsSwgjDEdp/YgrH0JCufD3rUQFgVDrnWmVq8qOzEMag+ceK2EOn9Ff6GJxmkOaolLZWtFs3OXUVxBQfFBig7UAhARGsKI1HhyMhOPNU2lxHXyTuWm+hObsb4QJKXHZxw+Kirhi3dFyUOOT3d/hiwgjDHe2L3G6av47EWnLyAs+ovNKr79AHH9Wp3m3J/9NfXHRksVFFfwWWkVDc1O53dGrxhy3bDIyUxkcJ+4rrVWRkuLM6KqqsTt/yj94l1IQzWkjYW7l57VR1hAGGO81VTvjCaK6RXw5p/6pmbWlR2isLiC/OKDFBRXsL/GWcfj6Cy2uZm9nPmlMrr4k9+qTj9HfbUTuGfBAsIY022pKjsP1vo0S1Wwea8zv1SIwJC+TrNUbpYzWiotMbpbPfltAWGMMT4O1TWyamflsaapVTsrONzgdIanxEUeC4vszESG948nMix4n/xuLSC68L2VMcacnfiocC4bnMxlg5MBaGpuYfPe6mN3GPlFFbyx1hlhFBEWwsjUnsfnl8pM6Pyd3+3E7iCMMcaPvYfqjk0TUlBcwbqyQyd0fh9dJyM7M5EL+rTjk98dzJqYjDHmHNU1NrN+VxWFxU7TVMHOCsqrnSepYyNCGeX75Hd6Ij1jusbiShYQxhjTzlSV0oojx+4wCndWsHF3Nc3uGq4DU3qQc3QW28wEzkvqnEu4ehYQIjIF+B0QCjypqo+edPwh4G6gCSgHvqaqxe6xO4Efuaf+XFWfae2zLCCMMV47XN/EmtLK4x3gOyuorHUedOsZHU72SYsrxXaCIbaeBISIhAJbgCuBUmAlcJuqbvA550vAClWtFZFvAZer6gwR6QXkA7k40ykWADmqWnGqz7OAMMZ0Ni0tyo79h93FlZw7Dd/FlYb2iz8WGDmZ3gyx9WoU01hgm6rucItYCFwPHAsIVX3P5/zlwEz356uApap60L12KTAFeD6A9RpjTLsKCREGpvRgYEoPbsl1HmSrqm1kVYkbGDsreKWwlPnLiwFIjos81vmdk5nI8P49iQr3bohtIAMiFSjx2S4FxrVy/teBN1u5NvXkC0TkHuAegIyMjHOp1RhjOkTPmHAuvyCFyy9IAaC5Rdm8p5qCnRWsckNjyfq9gDO/1PDUeJ++jET6xHfcEFvvG8AAEZmJ05x02Zlcp6pzgbngNDEFoDRjjAmoUHeFvWH945k1PhOA8up6Vu10wqKwuIJ5y4t58uPPAWdxpWMTEmYkMqRfHOEBGmIbyIAoA3wnB0lz951ARK4A/hO4TFXrfa69/KRr3w9IlcYY08kkx0UyeXhfJg/vC0BDUwsbdh869uT3p58fZPGaXQBEh4cyaWgKf7g9u93rCGRArAQGicgAnC/8W4HbfU8QkTHAE8AUVd3nc2gJ8N8ikuhuTwYeDmCtxhjTaUWEhTA6PYHR6Ql8/ZIBAOyqPHJspFRMRGD6KQIWEKraJCL343zZhwJPq+p6EXkEyFfVxcCvgR7AS27P/U5VnaaqB0XkZzghA/DI0Q5rY4wx0D8hmv4J0Vw36vTrgZ8te1DOGGO6sdaGuXbNyUOMMcYEnAWEMcYYvywgjDHG+GUBYYwxxi8LCGOMMX5ZQBhjjPHLAsIYY4xfQfMchIiUA8Xn8BZJwP52KifQulKt0LXq7Uq1QteqtyvVCl2r3nOpNVNVk/0dCJqAOFcikn+qh0U6m65UK3StertSrdC16u1KtULXqjdQtVoTkzHGGL8sIIwxxvhlAXHcXK8LOANdqVboWvV2pVqha9XblWqFrlVvQGq1PghjjDF+2R2EMcYYvywgjDHG+NXtA0JEpojIZhHZJiJzvK6nNSLytIjsE5F1XtdyOiKSLiLvicgGEVkvIt/1uqbWiEiUiHwqImvcev/L65pOR0RCRWSViPzD61pOR0SKRGStiKwWkU69cIuIJIjIIhHZJCIbRSTP65pORUQucP+bHn0dEpEH2+39u3MfhIiEAluAK4FSnBXsblPVDZ4WdgoiMhGoAeap6giv62mNiPQD+qlqoYjEAQXADZ34v60AsapaIyLhwMfAd1V1ucelnZKIPATkAvGqeq3X9bRGRIqAXFXt9A+eicgzwEeq+qSIRAAxqlrpcVmn5X6flQHjVPVcHho+prvfQYwFtqnqDlVtABYC13tc0ymp6odAl1h6VVV3q2qh+3M1sBFI9baqU1NHjbsZ7r467V9PIpIGXAM86XUtwUREegITgacAVLWhK4SDaxKwvb3CASwgUoESn+1SOvGXWFclIlnAGGCFx6W0ym2yWQ3sA5aqameu9zHgP4AWj+toKwX+KSIFInKP18W0YgBQDvzVbb57UkRivS6qjW4Fnm/PN+zuAWECTER6AC8DD6rqIa/raY2qNqvqaCANGCsinbIZT0SuBfapaoHXtZyBS1Q1G5gK3Oc2l3ZGYUA28CdVHQMcBjp13ySA2xQ2DXipPd+3uwdEGZDus53m7jPtwG3Lfxl4VlVf8bqetnKbFN4DpnhcyqlMAKa57foLgS+LyAJvS2qdqpa5/+4DXsVp3u2MSoFSn7vHRTiB0dlNBQpVdW97vml3D4iVwCARGeAm8K3AYo9rCgpup+9TwEZV/Y3X9ZyOiCSLSIL7czTOwIVNnhZ1Cqr6sKqmqWoWzv/PvquqMz0u65REJNYdqIDbXDMZ6JQj8VR1D1AiIhe4uyYBnXJgxUluo52bl8C5neq2VLVJRO4HlgChwNOqut7jsk5JRJ4HLgeSRKQU+ImqPuVtVac0AZgFrHXb9QF+qKpveFdSq/oBz7gjQUKAF1W10w8f7SL6AK86fzMQBjynqm95W1KrvgM86/7RuAP4qsf1tMoN3SuBb7b7e3fnYa7GGGNOrbs3MRljjDkFCwhjjDF+WUAYY4zxywLCGGOMXxYQxhhj/LKAMKYTEJHLu8KsrKZ7sYAwxhjjlwWEMWdARGa660asFpEn3An+akTkt+46Eu+ISLJ77mgRWS4in4nIqyKS6O4fKCJvu2tPFIrI+e7b9/BZh+BZ92l0YzxjAWFMG4nIUGAGMMGd1K8ZuAOIBfJVdTjwAfAT95J5wA9UdSSw1mf/s8DjqjoKuBjY7e4fAzwIDAPOw3ka3RjPdOupNow5Q5OAHGCl+8d9NM7U4C3AC+45C4BX3HUFElT1A3f/M8BL7pxEqar6KoCq1gG47/epqpa626uBLJyFi4zxhAWEMW0nwDOq+vAJO0V+fNJ5Zzt/Tb3Pz83Y/z6Nx6yJyZi2ewe4SURSAESkl4hk4vzv6Cb3nNuBj1W1CqgQkUvd/bOAD9zV9UpF5Ab3PSJFJKYjfwlj2sr+QjGmjVR1g4j8CGdltBCgEbgPZ1GZse6xfTj9FAB3An92A8B3VtBZwBMi8oj7Hjd34K9hTJvZbK7GnCMRqVHVHl7XYUx7syYmY4wxftkdhDHGGL/sDsIYY4xfFhDGGGP8soAwxhjjlwWEMcYYvywgjDHG+PX/AXdrNs6AKE5DAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.plot(history.history['loss'])\n",
    "plt.plot(history.history['val_loss'])\n",
    "plt.xlabel('epoch')\n",
    "plt.ylabel('loss')\n",
    "plt.legend(['train', 'val'])\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "W3pWBHLK5QcF",
    "outputId": "3d8fa158-ae50-4cfe-b173-fe6e13d6bd44"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "375/375 [==============================] - 3s 8ms/step - loss: 0.2184 - accuracy: 0.9205\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "[0.21837739646434784, 0.9204999804496765]"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "model.evaluate(val_scaled, val_target)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 265
    },
    "id": "a9wUbDQL5QcG",
    "outputId": "5ce94b91-3589-4ec0-d290-c34970afaa3a"
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.imshow(val_scaled[0].reshape(28, 28), cmap='gray_r')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "nRe6TDpw5QcG",
    "outputId": "4df19102-76ed-4d92-d806-22d86efb392f",
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1/1 [==============================] - 0s 138ms/step\n",
      "[[6.7846774e-12 8.1426743e-22 8.9696543e-16 7.7117090e-15 6.6757140e-14\n",
      "  1.4335832e-13 3.7601382e-14 3.6749163e-12 1.0000000e+00 1.8052020e-13]]\n"
     ]
    }
   ],
   "source": [
    "preds = model.predict(val_scaled[0:1])\n",
    "print(preds)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 279
    },
    "id": "bOBfv6De5QcG",
    "outputId": "b2952dbb-3ed3-4cee-ac48-4d7a038a9a69"
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.bar(range(1, 11), preds[0])\n",
    "plt.xlabel('class')\n",
    "plt.ylabel('prob.')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "id": "917fZGHu5QcG"
   },
   "outputs": [],
   "source": [
    "classes = ['티셔츠', '바지', '스웨터', '드레스', '코트',\n",
    "           '샌달', '셔츠', '스니커즈', '가방', '앵클 부츠']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "h1JqgKgk5QcH",
    "outputId": "154e2dec-73df-451f-b8d8-490580af52b9"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "가방\n"
     ]
    }
   ],
   "source": [
    "import numpy as np\n",
    "print(classes[np.argmax(preds)])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {
    "id": "G2ihSV-l5QcH"
   },
   "outputs": [],
   "source": [
    "test_scaled = test_input.reshape(-1, 28, 28, 1) / 255.0"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "1AHKDd2U5QcH",
    "outputId": "83657eb5-82b0-47a0-fa1b-ea3c0acce527"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "313/313 [==============================] - 3s 9ms/step - loss: 0.2423 - accuracy: 0.9156\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "[0.24227263033390045, 0.9156000018119812]"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "model.evaluate(test_scaled, test_target)"
   ]
  }
 ],
 "metadata": {
  "accelerator": "GPU",
  "colab": {
   "name": "8-2.ipynb",
   "provenance": []
  },
  "kernelspec": {
   "display_name": "default:Python",
   "language": "python",
   "name": "conda-env-default-py"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.9.10"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}