{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "e1297b33",
   "metadata": {},
   "outputs": [],
   "source": [
    "from tensorflow.keras.datasets import fashion_mnist\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "970f75be",
   "metadata": {},
   "source": [
    "Loads the fashion MNIST dataset"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "1aa49d80",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Downloading data from https://storage.googleapis.com/tensorflow/tf-keras-datasets/train-labels-idx1-ubyte.gz\n",
      "29515/29515 [==============================] - 0s 0us/step\n",
      "Downloading data from https://storage.googleapis.com/tensorflow/tf-keras-datasets/train-images-idx3-ubyte.gz\n",
      "26421880/26421880 [==============================] - 2s 0us/step\n",
      "Downloading data from https://storage.googleapis.com/tensorflow/tf-keras-datasets/t10k-labels-idx1-ubyte.gz\n",
      "5148/5148 [==============================] - 0s 0us/step\n",
      "Downloading data from https://storage.googleapis.com/tensorflow/tf-keras-datasets/t10k-images-idx3-ubyte.gz\n",
      "4422102/4422102 [==============================] - 0s 0us/step\n"
     ]
    }
   ],
   "source": [
    "# Load the Fashion MNIST dataset\n",
    "(x_train, y_train), (x_test, y_test) = fashion_mnist.load_data()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "4f3d0daa",
   "metadata": {},
   "source": [
    "This script prints the shape of the training and testing data arrays as well as the shape of the corresponding label \n",
    "arrays. The dataset consists of 60,000 training images and 10,000 testing images, each of size 28 x 28 pixels"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "11afad47",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Training data shape: (60000, 28, 28)\n",
      "Training labels shape (60000,)\n"
     ]
    }
   ],
   "source": [
    "print(\"Training data shape:\", x_train.shape)\n",
    "print(\"Training labels shape\",y_train.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "04117a97",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Testing data shape: (10000, 28, 28)\n",
      "Testing labels shape: (10000,)\n"
     ]
    }
   ],
   "source": [
    "print(\"Testing data shape:\", x_test.shape)\n",
    "print(\"Testing labels shape:\", y_test.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "5a5486cd",
   "metadata": {},
   "outputs": [],
   "source": [
    "#This script uses the mnist.load_data() function from the tensorflow.keras.datasets to load the mnist dataset.\n",
    "#It then assigns the training and testing data to variables x_train y_train and x_test and y_test\n",
    "#finally it displays the shapes of the training and testing data and labels using shape.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "00738e0b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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7b0wbBwB0fa5DaPv27Ro7dmzk69LSUknSlClT9OKLL2rOnDk6ceKEpk2bpiNHjmjEiBF66623lJGREbuuAQBJwec4jmPdxP8VCoUUCASs28B5uPjii13X3Hnnna5rjh496romkaf1mW66OZtE9edlIKvkbYCpl+fpyiuvdF3zpz/9yXVNc3Oz6xpcuMbGRvXr1++s2zA7DgBghhACAJghhAAAZgghAIAZQggAYIYQAgCYIYQAAGYIIQCAGUIIAGCGEAIAmCGEAABmCCEAgBlCCABgJqafrIruJRwOJ6Smkw16bydR/XmZ1t2jR+L+n5mSkuK6prGx0XUNE7GTC1dCAAAzhBAAwAwhBAAwQwgBAMwQQgAAM4QQAMAMIQQAMEMIAQDMEEIAADOEEADADCEEADBDCAEAzDDAFJ55GdzpZcglEs/Lc+v3++PQCZIdV0IAADOEEADADCEEADBDCAEAzBBCAAAzhBAAwAwhBAAwQwgBAMwQQgAAM4QQAMAMIQQAMEMIAQDMMMAUniVqGGlbW5vrmh49Ovf/r5LxZ/LSX2tra0L24+V4IzE691kNAEhqhBAAwAwhBAAwQwgBAMwQQgAAM4QQAMAMIQQAMEMIAQDMEEIAADOEEADADCEEADBDCAEAzDDAFJ717NnTdY3jOAmp8fl8rmukxA3UTNTwV6+8HL9EPbfp6emua5qbm13XIDG4EgIAmCGEAABmXIfQ5s2bNXHiROXl5cnn8+m1116Lenzq1Kny+XxRy8iRI2PVLwAgibgOoWPHjmn48OFatGjRGbeZMGGCDh06FFnWrl17QU0CAJKT6xsTSkpKVFJSctZt/H6/gsGg56YAAN1DXF4T2rRpk7KzszVkyBA98MADqq+vP+O24XBYoVAoagEAdA8xD6GSkhItX75cGzZs0DPPPKPq6mqNGzdO4XC4w+3Ly8sVCAQiS35+fqxbAgB0UjF/n9DkyZMjfy4qKtJ1112ngoICvfHGG5o0aVK77efOnavS0tLI16FQiCACgG4i7m9Wzc3NVUFBgfbu3dvh436/X36/P95tAAA6obi/T6ihoUG1tbXKzc2N964AAF2M6yuho0ePat++fZGva2pq9P777yszM1OZmZkqKyvTnXfeqdzcXO3fv1+//vWvlZWVpTvuuCOmjQMAuj7XIbR9+3aNHTs28vXp13OmTJmiJUuWaNeuXVq6dKm+/PJL5ebmauzYsVq1apUyMjJi1zUAICm4DqExY8acdejgunXrLqghdB1ehlwmqsbLYEyvvA5LTTaJOg5eBsai8+LZBACYIYQAAGYIIQCAGUIIAGCGEAIAmCGEAABmCCEAgBlCCABghhACAJghhAAAZgghAIAZQggAYIYQAgCYifsnqyJ5paSkWLfQKXiZ2J2oidNe9+PlZ/JyPnipSU3ln61kwpUQAMAMIQQAMEMIAQDMEEIAADOEEADADCEEADBDCAEAzBBCAAAzhBAAwAwhBAAwQwgBAMwQQgAAM0wChGdehmO2tra6rknkgNAePRLz/zIvP1Mi95Oo4+DleQoEAq5rQqGQ6xokBldCAAAzhBAAwAwhBAAwQwgBAMwQQgAAM4QQAMAMIQQAMEMIAQDMEEIAADOEEADADCEEADBDCAEAzDDAFJ6lpaW5rvEyGNPrMFIvvOwrUcNIO7tEDaf1+/2ua9B5cSUEADBDCAEAzBBCAAAzhBAAwAwhBAAwQwgBAMwQQgAAM4QQAMAMIQQAMEMIAQDMEEIAADOEEADADANM4VlqqvvTx8uA0JSUFNc1DBW9MC0tLQnZz1dffeW6xssQXHRePJsAADOEEADAjKsQKi8v1/XXX6+MjAxlZ2fr9ttv1549e6K2cRxHZWVlysvLU69evTRmzBjt3r07pk0DAJKDqxCqqqrS9OnTtW3bNlVWVqqlpUXFxcU6duxYZJunnnpKCxYs0KJFi1RdXa1gMKhbb71VTU1NMW8eANC1uXpl+c0334z6uqKiQtnZ2dqxY4duvvlmOY6jhQsXat68eZo0aZIk6aWXXlJOTo5WrFihBx98MHadAwC6vAt6TaixsVGSlJmZKUmqqalRXV2diouLI9v4/X7dcsst2rJlS4ffIxwOKxQKRS0AgO7Bcwg5jqPS0lLdeOONKioqkiTV1dVJknJycqK2zcnJiTz2deXl5QoEApElPz/fa0sAgC7GcwjNmDFDH3zwgV5++eV2j339vSCO45zx/SFz585VY2NjZKmtrfXaEgCgi/H0ZtWZM2dqzZo12rx5swYOHBhZHwwGJZ26IsrNzY2sr6+vb3d1dJrf75ff7/fSBgCgi3N1JeQ4jmbMmKHVq1drw4YNKiwsjHq8sLBQwWBQlZWVkXUnT55UVVWVRo8eHZuOAQBJw9WV0PTp07VixQq9/vrrysjIiLzOEwgE1KtXL/l8Ps2aNUvz58/X4MGDNXjwYM2fP1+9e/fWvffeG5cfAADQdbkKoSVLlkiSxowZE7W+oqJCU6dOlSTNmTNHJ06c0LRp03TkyBGNGDFCb731ljIyMmLSMAAgeficTjbpMRQKKRAIWLeB83DFFVe4rhk5cqTrmhMnTriuaWtrc10jMRzzNC/Hz8s/JT179nRd8+GHH7quef/9913X4MI1NjaqX79+Z92Gv3EAADOEEADADCEEADBDCAEAzBBCAAAzhBAAwAwhBAAwQwgBAMwQQgAAM4QQAMAMIQQAMEMIAQDMEEIAADOePlkVkKT09HTXNV4mLbe0tLiuOdPHyeP8eJkm3tra6rrmq6++cl1z2WWXua5hinbnxZUQAMAMIQQAMEMIAQDMEEIAADOEEADADCEEADBDCAEAzBBCAAAzhBAAwAwhBAAwQwgBAMwQQgAAMwwwhWd5eXkJ2Y+XYZpeBqVKUltbm+ualJQU1zVe+3PLy7GTvB0HL0NjvQynPXz4sOsadF5cCQEAzBBCAAAzhBAAwAwhBAAwQwgBAMwQQgAAM4QQAMAMIQQAMEMIAQDMEEIAADOEEADADCEEADDDAFN41tzc7LomLS3NdY2XYZ9ehopK3oZwtra2uq7x2p9bX331lac6L/15GXrat29f1zWffPKJ6xp0XlwJAQDMEEIAADOEEADADCEEADBDCAEAzBBCAAAzhBAAwAwhBAAwQwgBAMwQQgAAM4QQAMAMIQQAMMMAU3j23nvvua4ZMmSI65qLLrrIdc2JEydc13jlZehpS0uL6xovg1wTKTc313WNl+Gv//nPf1zXoPPiSggAYIYQAgCYcRVC5eXluv7665WRkaHs7Gzdfvvt2rNnT9Q2U6dOlc/ni1pGjhwZ06YBAMnBVQhVVVVp+vTp2rZtmyorK9XS0qLi4mIdO3YsarsJEybo0KFDkWXt2rUxbRoAkBxc3Zjw5ptvRn1dUVGh7Oxs7dixQzfffHNkvd/vVzAYjE2HAICkdUGvCTU2NkqSMjMzo9Zv2rRJ2dnZGjJkiB544AHV19ef8XuEw2GFQqGoBQDQPXgOIcdxVFpaqhtvvFFFRUWR9SUlJVq+fLk2bNigZ555RtXV1Ro3bpzC4XCH36e8vFyBQCCy5Ofne20JANDF+ByPbz6YPn263njjDb3zzjsaOHDgGbc7dOiQCgoKtHLlSk2aNKnd4+FwOCqgQqEQQdRF9O7d23XNfffd57qmra3NdU0i3yfkpb/O/j6hlJQU1zX9+/d3XePlfULLly93XcNvWGw0NjaqX79+Z93G05tVZ86cqTVr1mjz5s1nDSDp1BvYCgoKtHfv3g4f9/v98vv9XtoAAHRxrkLIcRzNnDlTr776qjZt2qTCwsJz1jQ0NKi2ttbTu6kBAMnN1WtC06dP17Jly7RixQplZGSorq5OdXV1kV99HD16VLNnz9bWrVu1f/9+bdq0SRMnTlRWVpbuuOOOuPwAAICuy9WV0JIlSyRJY8aMiVpfUVGhqVOnKiUlRbt27dLSpUv15ZdfKjc3V2PHjtWqVauUkZERs6YBAMnB9a/jzqZXr15at27dBTUEAOg+PN8dFy+hUEiBQMC6DcRJz549XdeMHTvWdU1WVpbrGknq06eP6xovd5J5uTvOix49vL0Lw8tda59++qnrmo0bN7quOX78uOsa2Difu+MYYAoAMEMIAQDMEEIAADOEEADADCEEADBDCAEAzBBCAAAzhBAAwAwhBAAwQwgBAMwQQgAAM4QQAMAMA0zhmc/nc13TyU63djIzM13XBINB1zXnGuoYK3V1dQmra25u9rQvt5LxvEtWDDAFAHRqhBAAwAwhBAAwQwgBAMwQQgAAM4QQAMAMIQQAMEMIAQDMEEIAADOEEADADCEEADCTat3A1zHjqetIxufKy8/U2trquqalpcV1jRdtbW2e6jrzc9uZe0O083muOl0INTU1WbeAbuzIkSMJqQG6g6ampnMOpO50U7Tb2tr02WefKSMjo9203FAopPz8fNXW1iZsCnFnxHE4heNwCsfhFI7DKZ3hODiOo6amJuXl5alHj7O/6tPproR69OihgQMHnnWbfv36deuT7DSOwykch1M4DqdwHE6xPg7n+5E83JgAADBDCAEAzHSpEPL7/Xrsscfk9/utWzHFcTiF43AKx+EUjsMpXe04dLobEwAA3UeXuhICACQXQggAYIYQAgCYIYQAAGYIIQCAmS4VQosXL1ZhYaF69uypa6+9Vv/85z+tW0qosrIy+Xy+qCUYDFq3FXebN2/WxIkTlZeXJ5/Pp9deey3qccdxVFZWpry8PPXq1UtjxozR7t27bZqNo3Mdh6lTp7Y7P0aOHGnTbJyUl5fr+uuvV0ZGhrKzs3X77bdrz549Udt0h/PhfI5DVzkfukwIrVq1SrNmzdK8efO0c+dO3XTTTSopKdGBAwesW0uooUOH6tChQ5Fl165d1i3F3bFjxzR8+HAtWrSow8efeuopLViwQIsWLVJ1dbWCwaBuvfXWpBuGe67jIEkTJkyIOj/Wrl2bwA7jr6qqStOnT9e2bdtUWVmplpYWFRcX69ixY5FtusP5cD7HQeoi54PTRdxwww3OQw89FLXuiiuucB599FGjjhLvsccec4YPH27dhilJzquvvhr5uq2tzQkGg86TTz4ZWdfc3OwEAgHnueeeM+gwMb5+HBzHcaZMmeJ8//vfN+nHSn19vSPJqaqqchyn+54PXz8OjtN1zocucSV08uRJ7dixQ8XFxVHri4uLtWXLFqOubOzdu1d5eXkqLCzU3XffrY8//ti6JVM1NTWqq6uLOjf8fr9uueWWbnduSNKmTZuUnZ2tIUOG6IEHHlB9fb11S3HV2NgoScrMzJTUfc+Hrx+H07rC+dAlQujw4cNqbW1VTk5O1PqcnBzV1dUZdZV4I0aM0NKlS7Vu3To9//zzqqur0+jRo9XQ0GDdmpnTz393PzckqaSkRMuXL9eGDRv0zDPPqLq6WuPGjVM4HLZuLS4cx1FpaaluvPFGFRUVSeqe50NHx0HqOudDp/soh7P5+ucLOY7Tbl0yKykpifx52LBhGjVqlAYNGqSXXnpJpaWlhp3Z6+7nhiRNnjw58ueioiJdd911Kigo0BtvvKFJkyYZdhYfM2bM0AcffKB33nmn3WPd6Xw403HoKudDl7gSysrKUkpKSrv/ydTX17f7H0930qdPHw0bNkx79+61bsXM6bsDOTfay83NVUFBQVKeHzNnztSaNWu0cePGqM8f627nw5mOQ0c66/nQJUIoPT1d1157rSorK6PWV1ZWavTo0UZd2QuHw/roo4+Um5tr3YqZwsJCBYPBqHPj5MmTqqqq6tbnhiQ1NDSotrY2qc4Px3E0Y8YMrV69Whs2bFBhYWHU493lfDjXcehIpz0fDG+KcGXlypVOWlqa88ILLzj/+te/nFmzZjl9+vRx9u/fb91awjzyyCPOpk2bnI8//tjZtm2bc9tttzkZGRlJfwyampqcnTt3Ojt37nQkOQsWLHB27tzpfPLJJ47jOM6TTz7pBAIBZ/Xq1c6uXbuce+65x8nNzXVCoZBx57F1tuPQ1NTkPPLII86WLVucmpoaZ+PGjc6oUaOcAQMGJNVx+PnPf+4EAgFn06ZNzqFDhyLL8ePHI9t0h/PhXMehK50PXSaEHMdxnn32WaegoMBJT093vvWtb0XdjtgdTJ482cnNzXXS0tKcvLw8Z9KkSc7u3but24q7jRs3OpLaLVOmTHEc59RtuY899pgTDAYdv9/v3Hzzzc6uXbtsm46Dsx2H48ePO8XFxU7//v2dtLQ059JLL3WmTJniHDhwwLrtmOro55fkVFRURLbpDufDuY5DVzof+DwhAICZLvGaEAAgORFCAAAzhBAAwAwhBAAwQwgBAMwQQgAAM4QQAMAMIQQAMEMIAQDMEEIAADOEEADAzP8DUMQ1MiKGixAAAAAASUVORK5CYII=",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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jRo3S22+/LZ/PF72uAQDdgnEI5eXlXXJgo8fjUVFRkYqKiq6kL3RTbgZ3diQ3w0jdDPt0U+OG2/O4uQ4NDQ2uzoX4xuw4AIA1hBAAwBpCCABgDSEEALCGEAIAWEMIAQCsIYQAANYQQgAAawghAIA1hBAAwBpCCABgDSEEALCGEAIAWBPV36wKXE6PHp37/z1upk4nJCTEoJO23Fw7N9OwJamlpcW4Jj093dW5EN8693cEAEC3RggBAKwhhAAA1hBCAABrCCEAgDWEEADAGkIIAGANIQQAsIYQAgBYQwgBAKwhhAAA1hBCAABrGGCKDuVmQGhHnsdNnZvBos3NzcY1bnpLTHT3T9xNfwMGDHB1LsQ3VkIAAGsIIQCANYQQAMAaQggAYA0hBACwhhACAFhDCAEArCGEAADWEEIAAGsIIQCANYQQAMAaQggAYA0DTNGhOmqAqZuholLnH7BqKiEhwVVdS0uLcQ0DTOEGKyEAgDWEEADAGkIIAGANIQQAsIYQAgBYQwgBAKwhhAAA1hBCAABrCCEAgDWEEADAGkIIAGANIQQAsIYBpnBt8ODBxjU9e/Y0rmltbTWuSUzsuFvbzbBUNwNMO6pGkpqbm41r0tLSXJ0L8Y2VEADAGkIIAGCNcQjt3r1bU6dOVWZmpjwej1577bWIx2fNmiWPxxOxjR49Olr9AgC6EeMQamho0PDhw7V8+fKLHjNlyhSdOHEivG3duvWKmgQAdE/Gz94WFBSooKDgksd4vV75/X7XTQEA4kNMnhPatWuX0tPTNXjwYM2ePVs1NTUXPTYUCikYDEZsAID4EPUQKigo0Lp167Rjxw4988wzKisr06RJkxQKhdo9vri4WCkpKeEtKysr2i0BADqpqL+ZYsaMGeE/5+bmauTIkcrOztaWLVs0ffr0NscvXrxYhYWF4Y+DwSBBBABxIubv6AsEAsrOztbhw4fbfdzr9crr9ca6DQBAJxTz9wnV1taqqqpKgUAg1qcCAHQxxiuh06dP68iRI+GPKyoq9OGHHyo1NVWpqakqKirSXXfdpUAgoMrKSv32t79VWlqa7rzzzqg2DgDo+oxDaN++fZo4cWL44wvP58ycOVMrV65UeXm51qxZo2+++UaBQEATJ07Uxo0b5fP5otc1AKBbMA6hvLw8OY5z0ce3bdt2RQ2h67jhhhuMa44dO2Zcc+7cOeOapKQk4xq3EhISjGvcDhY15Wa4qqSLvpr1UjIyMoxrxo4da1yzZ88e4xp0XsyOAwBYQwgBAKwhhAAA1hBCAABrCCEAgDWEEADAGkIIAGANIQQAsIYQAgBYQwgBAKwhhAAA1hBCAABrCCEAgDUx/82q6L4mT55sXHOpCewX42YStNsp1W7668zncTPhW3LX3//+9z/jmkceecS4hina3QsrIQCANYQQAMAaQggAYA0hBACwhhACAFhDCAEArCGEAADWEEIAAGsIIQCANYQQAMAaQggAYA0hBACwhgGmcG306NHGNefOnTOucTOEsyMHmCYmdt5/Rm6Gv0pSr169jGsaGxuNa8aMGWNcg+6FlRAAwBpCCABgDSEEALCGEAIAWEMIAQCsIYQAANYQQgAAawghAIA1hBAAwBpCCABgDSEEALCGEAIAWNN5Jy+i0xswYIBxzalTp4xr3AzhdDOI1C03A1Y7sj833HxNvXv3Nq7x+/3GNV6v17gmFAoZ16BjsBICAFhDCAEArCGEAADWEEIAAGsIIQCANYQQAMAaQggAYA0hBACwhhACAFhDCAEArCGEAADWEEIAAGsYYApdffXVrurS0tKMa7766ivjml69ehnXuB0Q6vF4OuRcLS0txjVuBrm6+XokqWfPnsY1b7/9tnHNPffcY1wzYsQI45o9e/YY16BjsBICAFhDCAEArDEKoeLiYt1yyy3y+XxKT0/XtGnTdOjQoYhjHMdRUVGRMjMzlZycrLy8PB08eDCqTQMAugejECotLdXcuXO1d+9elZSUqLm5Wfn5+WpoaAgf8/TTT2vZsmVavny5ysrK5Pf7dfvtt6u+vj7qzQMAujajFya89dZbER+vWrVK6enp2r9/v2677TY5jqNnn31WS5Ys0fTp0yVJq1evVkZGhtavX6+HHnooep0DALq8K3pOqK6uTpKUmpoqSaqoqFB1dbXy8/PDx3i9Xk2YMOGir04JhUIKBoMRGwAgPrgOIcdxVFhYqHHjxik3N1eSVF1dLUnKyMiIODYjIyP82LcVFxcrJSUlvGVlZbltCQDQxbgOoXnz5umjjz7S3//+9zaPffu9CY7jXPT9CosXL1ZdXV14q6qqctsSAKCLcfVm1fnz52vz5s3avXu3+vfvH97v9/slnV8RBQKB8P6ampo2q6MLvF6vvF6vmzYAAF2c0UrIcRzNmzdPmzZt0o4dO5STkxPxeE5Ojvx+v0pKSsL7mpqaVFpaqrFjx0anYwBAt2G0Epo7d67Wr1+v119/XT6fL/w8T0pKipKTk+XxeLRgwQItXbpUgwYN0qBBg7R06VL17t1b999/f0y+AABA12UUQitXrpQk5eXlRexftWqVZs2aJUlatGiRzp49qzlz5ujUqVMaNWqU3n77bfl8vqg0DADoPoxC6LsMavR4PCoqKlJRUZHbntDBbrrpJld1boZjuhnc2VFDRSV3Q0LdDFh1MyC0tbXVuMbtdWhubjauuf76641rEhPNn5a+4YYbjGsYYNp5MTsOAGANIQQAsIYQAgBYQwgBAKwhhAAA1hBCAABrCCEAgDWEEADAGkIIAGANIQQAsIYQAgBYQwgBAKwhhAAA1rj6zaroXqZOneqq7uTJk8Y1586dM65xMz3aTY0kXXXVVcY1bqZ8JyUlGde4mdYdDAaNayR3f08XfrOyCTfTuocOHWpcg86LlRAAwBpCCABgDSEEALCGEAIAWEMIAQCsIYQAANYQQgAAawghAIA1hBAAwBpCCABgDSEEALCGEAIAWMMAU2jgwIGu6nw+n3GNmyGXPXqY/1/p66+/Nq6R3PXnZgDsG2+8YVxz9uxZ45revXsb10hSfX29qzpTffr0Ma4ZMmRIDDqBLayEAADWEEIAAGsIIQCANYQQAMAaQggAYA0hBACwhhACAFhDCAEArCGEAADWEEIAAGsIIQCANYQQAMAaBpjC1TBNScrLy4tuIxfR2tpqXJOcnByDTtp3+vTpDjlPc3OzcU1TU1MMOmlfS0uLcU1jY6NxTXl5uXENOi9WQgAAawghAIA1hBAAwBpCCABgDSEEALCGEAIAWEMIAQCsIYQAANYQQgAAawghAIA1hBAAwBpCCABgDQNMoZdeeslV3Ysvvmhc4/F4jGtOnjxpXONm6KlbHXUuN9chJSXF1bnOnTtnXOPz+Yxr+vbta1zz3HPPGdeg82IlBACwhhACAFhjFELFxcW65ZZb5PP5lJ6ermnTpunQoUMRx8yaNUsejydiGz16dFSbBgB0D0YhVFpaqrlz52rv3r0qKSlRc3Oz8vPz1dDQEHHclClTdOLEifC2devWqDYNAOgejF6Y8NZbb0V8vGrVKqWnp2v//v267bbbwvu9Xq/8fn90OgQAdFtX9JxQXV2dJCk1NTVi/65du5Senq7Bgwdr9uzZqqmpuejnCIVCCgaDERsAID64DiHHcVRYWKhx48YpNzc3vL+goEDr1q3Tjh079Mwzz6isrEyTJk1SKBRq9/MUFxcrJSUlvGVlZbltCQDQxbh+n9C8efP00Ucf6b333ovYP2PGjPCfc3NzNXLkSGVnZ2vLli2aPn16m8+zePFiFRYWhj8OBoMEEQDECVchNH/+fG3evFm7d+9W//79L3lsIBBQdna2Dh8+3O7jXq9XXq/XTRsAgC7OKIQcx9H8+fP16quvateuXcrJyblsTW1traqqqhQIBFw3CQDonoyeE5o7d67Wrl2r9evXy+fzqbq6WtXV1Tp79qwk6fTp01q4cKHef/99VVZWateuXZo6darS0tJ05513xuQLAAB0XUYroZUrV0qS8vLyIvavWrVKs2bNUkJCgsrLy7VmzRp98803CgQCmjhxojZu3OhqrhQAoHsz/nHcpSQnJ2vbtm1X1BAAIH4wRRuuDR061LimvLw8Bp20dbG3BMRCenp6h5wnIyPDuCY5OdnVuRITzb81uPlpx49//GPjmi+++MK4Bp0XA0wBANYQQgAAawghAIA1hBAAwBpCCABgDSEEALCGEAIAWEMIAQCsIYQAANYQQgAAawghAIA1hBAAwBoGmMK1jz/+2LjG4/EY14wbN8645sYbbzSukaRJkyYZ1/z73/92dS5Tzz//vHGN2+GqGzZsMK558803XZ0L8Y2VEADAGkIIAGANIQQAsIYQAgBYQwgBAKwhhAAA1hBCAABrCCEAgDWEEADAGkIIAGANIQQAsKbTzY5zHMd2C+hkmpubjWuamppcnevMmTPGNa2tra7OZaqxsdG45uzZs67Ode7cOVd1wP/vu3w/9zid7Lv+sWPHlJWVZbsNAMAVqqqqUv/+/S95TKcLodbWVh0/flw+n6/NxOVgMKisrCxVVVWpb9++ljq0j+twHtfhPK7DeVyH8zrDdXAcR/X19crMzFSPHpd+1qfT/TiuR48el03Ovn37xvVNdgHX4Tyuw3lch/O4DufZvg4pKSnf6ThemAAAsIYQAgBY06VCyOv16vHHH5fX67XdilVch/O4DudxHc7jOpzX1a5Dp3thAgAgfnSplRAAoHshhAAA1hBCAABrCCEAgDWEEADAmi4VQitWrFBOTo569eqlESNG6N1337XdUocqKiqSx+OJ2Px+v+22Ym737t2aOnWqMjMz5fF49Nprr0U87jiOioqKlJmZqeTkZOXl5engwYN2mo2hy12HWbNmtbk/Ro8ebafZGCkuLtYtt9win8+n9PR0TZs2TYcOHYo4Jh7uh+9yHbrK/dBlQmjjxo1asGCBlixZogMHDmj8+PEqKCjQ0aNHbbfWoYYMGaITJ06Et/LyctstxVxDQ4OGDx+u5cuXt/v4008/rWXLlmn58uUqKyuT3+/X7bffrvr6+g7uNLYudx0kacqUKRH3x9atWzuww9grLS3V3LlztXfvXpWUlKi5uVn5+flqaGgIHxMP98N3uQ5SF7kfnC7i1ltvdR5++OGIfT/4wQ+cxx57zFJHHe/xxx93hg8fbrsNqyQ5r776avjj1tZWx+/3O0899VR4X2Njo5OSkuK88MILFjrsGN++Do7jODNnznR+9rOfWenHlpqaGkeSU1pa6jhO/N4P374OjtN17ocusRJqamrS/v37lZ+fH7E/Pz9fe/bssdSVHYcPH1ZmZqZycnJ077336vPPP7fdklUVFRWqrq6OuDe8Xq8mTJgQd/eGJO3atUvp6ekaPHiwZs+erZqaGtstxVRdXZ0kKTU1VVL83g/fvg4XdIX7oUuE0MmTJ9XS0qKMjIyI/RkZGaqurrbUVccbNWqU1qxZo23btumll15SdXW1xo4dq9raWtutWXPh7z/e7w1JKigo0Lp167Rjxw4988wzKisr06RJkxQKhWy3FhOO46iwsFDjxo1Tbm6upPi8H9q7DlLXuR863a9yuJRv/34hx3Ha7OvOCgoKwn8eOnSoxowZo4EDB2r16tUqLCy02Jl98X5vSNKMGTPCf87NzdXIkSOVnZ2tLVu2aPr06RY7i4158+bpo48+0nvvvdfmsXi6Hy52HbrK/dAlVkJpaWlKSEho8z+ZmpqaNv/jiSd9+vTR0KFDdfjwYdutWHPh1YHcG20FAgFlZ2d3y/tj/vz52rx5s3bu3Bnx+8fi7X642HVoT2e9H7pECPXs2VMjRoxQSUlJxP6SkhKNHTvWUlf2hUIhffrppwoEArZbsSYnJ0d+vz/i3mhqalJpaWlc3xuSVFtbq6qqqm51fziOo3nz5mnTpk3asWOHcnJyIh6Pl/vhctehPZ32frD4oggjGzZscJKSkpyXX37Z+eSTT5wFCxY4ffr0cSorK2231mEeffRRZ9euXc7nn3/u7N2717njjjscn8/X7a9BfX29c+DAAefAgQOOJGfZsmXOgQMHnC+++MJxHMd56qmnnJSUFGfTpk1OeXm5c9999zmBQMAJBoOWO4+uS12H+vp659FHH3X27NnjVFRUODt37nTGjBnj9OvXr1tdh0ceecRJSUlxdu3a5Zw4cSK8nTlzJnxMPNwPl7sOXel+6DIh5DiO8/zzzzvZ2dlOz549nZtvvjni5YjxYMaMGU4gEHCSkpKczMxMZ/r06c7BgwdttxVzO3fudCS12WbOnOk4zvmX5T7++OOO3+93vF6vc9tttznl5eV2m46BS12HM2fOOPn5+c61117rJCUlOdddd50zc+ZM5+jRo7bbjqr2vn5JzqpVq8LHxMP9cLnr0JXuB36fEADAmi7xnBAAoHsihAAA1hBCAABrCCEAgDWEEADAGkIIAGANIQQAsIYQAgBYQwgBAKwhhAAA1hBCAABr/h9CTwExDOf2TQAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Output the data\n",
    "(x_train, y_train), (x_test, y_test) = fashion_mnist.load_data()\n",
    "import matplotlib.pyplot as plt\n",
    "for i in range(10):\n",
    "    plt.imshow(x_train[i],cmap='gray')\n",
    "    plt.title(f\"Label:{y_train[i]}\")\n",
    "    plt.show()\n",
    "              "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "60d52755",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Fashion MNIST Dataser Description:\n",
      "Number of training samples:60000\n",
      "Number of testing samples:10000\n",
      "Shape of it image:(28, 28)\n",
      "Number of Classes:10\n",
      "\n",
      "Sample Images\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 5 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "print(\"Fashion MNIST Dataser Description:\")\n",
    "print(f\"Number of training samples:{len(x_train)}\")\n",
    "print(f\"Number of testing samples:{len(x_test)}\")\n",
    "print(f\"Shape of it image:{x_train[0].shape}\")\n",
    "print(f\"Number of Classes:{len(set(y_train))}\")\n",
    "\n",
    "#Show a sample of the data\n",
    "print(\"\\nSample Images\")\n",
    "sample_images = x_train[:5]\n",
    "sample_labels = y_train[:5]\n",
    "\n",
    "for i,image in enumerate(sample_images):\n",
    "    plt.subplot(1,5, i+1)\n",
    "    plt.imshow(image, cmap='gray')\n",
    "    plt.title(f\"Label:{sample_labels[i]}\")\n",
    "    plt.axis('off')\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "c34a6bdd",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x2000 with 200 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#output 20 rows of image\n",
    "num_rows = 20\n",
    "num_cols = 10\n",
    "fig, axes = plt.subplots(num_rows,num_cols, figsize=(num_cols, num_rows))\n",
    "\n",
    "for row in range(num_rows):\n",
    "    for col in range(num_cols):\n",
    "        axes[row, col].imshow(x_train[row*num_cols + col],cmap='pink')\n",
    "        axes[row, col].axis('off')\n",
    "             \n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "08039a56",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "da0a4daf",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.9.18"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
