002-MLP-Fashion.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Multi Layer Perceptron - Fashion MNIST"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We will be starting with a classification exercise. And using the **Fashion Mnist** dataset to do so. It involves identifying the 10 types of products that are there in the image.\n",
    "\n",
    "- Train: 60,000 images\n",
    "- Test: 10,000 images\n",
    "- Class: 10\n",
    "- Labels: \n",
    " - 0: T-shirt/top\n",
    " - 1: Trouser\n",
    " - 2: Pullover\n",
    " - 3: Dress\n",
    " - 4: Coat\n",
    " - 5: Sandal\n",
    " - 6: Shirt\n",
    " - 7: Sneaker\n",
    " - 8: Bag\n",
    " - 9: Ankle boot"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Get Input and Output"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Using TensorFlow backend.\n"
     ]
    }
   ],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import keras\n",
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline\n",
    "import vis"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "from keras.datasets import fashion_mnist"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "((60000, 28, 28), (60000,), (10000, 28, 28), (10000,))"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "(x_train, y_train), (x_test, y_test) = fashion_mnist.load_data()\n",
    "x_train.shape, y_train.shape, x_test.shape, y_test.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{0: 'T-shirt/top',\n",
       " 1: 'Trouser',\n",
       " 2: 'Pullover',\n",
       " 3: 'Dress',\n",
       " 4: 'Coat',\n",
       " 5: 'Sandal',\n",
       " 6: 'Shirt',\n",
       " 7: 'Sneaker',\n",
       " 8: 'Bag',\n",
       " 9: 'Ankle boot'}"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "labels = vis.fashion_mnist_label()\n",
    "labels"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### See an Image"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "import vis"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
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",
      "text/plain": [
       "<VegaLite 2 object>\n",
       "\n",
       "If you see this message, it means the renderer has not been properly enabled\n",
       "for the frontend that you are using. For more information, see\n",
       "https://altair-viz.github.io/user_guide/troubleshooting.html\n"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "vis.imshow(x_train[0])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### See an Image from each class"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1152x504 with 10 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "vis.imshow_unique(x_train, y_train, labels)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### See 500 of the Images"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x720 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "vis.imshow_sprite(x_train[:500])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Multi Layer Perceptron\n",
    "\n",
    "![](img/single_dl.png)\n",
    "\n",
    "Lets learn both the representation and the classifier together now"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**Step 1: Prepare the images and labels**\n",
    "\n",
    "Convert from 'uint8' to 'float32' and normalise the data to (0,1) "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "x_train = x_train.astype(\"float32\")/255\n",
    "x_test = x_test.astype(\"float32\")/255"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Flatten the data from (60000, 28, 28) to (60000, 784)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "x_train_flatten = x_train.reshape(60000, 28 * 28)\n",
    "x_test_flatten = x_test.reshape(10000, 28 * 28)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Convert class vectors to binary class matrices"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "from keras.utils import to_categorical\n",
    "y_train_class = to_categorical(y_train, 10)\n",
    "y_test_class = to_categorical(y_test, 10)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**Step 2: Craft the feature transfomation and classifier model **"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "from keras import Sequential\n",
    "from keras.layers import Dense, Activation"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "model_mlp = Sequential()\n",
    "model_mlp.add(Dense(100, activation='relu', input_shape=(28 * 28,)))\n",
    "model_mlp.add(Dense(50, activation='relu'))\n",
    "model_mlp.add(Dense(10, activation='softmax'))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "_________________________________________________________________\n",
      "Layer (type)                 Output Shape              Param #   \n",
      "=================================================================\n",
      "dense_1 (Dense)              (None, 100)               78500     \n",
      "_________________________________________________________________\n",
      "dense_2 (Dense)              (None, 50)                5050      \n",
      "_________________________________________________________________\n",
      "dense_3 (Dense)              (None, 10)                510       \n",
      "=================================================================\n",
      "Total params: 84,060\n",
      "Trainable params: 84,060\n",
      "Non-trainable params: 0\n",
      "_________________________________________________________________\n"
     ]
    }
   ],
   "source": [
    "model_mlp.summary()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**Step 3: Compile and fit the model**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "model_mlp.compile(loss='categorical_crossentropy', optimizer=\"sgd\", metrics=['accuracy'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "CPU times: user 1min, sys: 3.8 s, total: 1min 3s\n",
      "Wall time: 1min 5s\n"
     ]
    }
   ],
   "source": [
    "%%time \n",
    "mlp_output = model_mlp.fit(x_train_flatten, y_train_class, epochs=10, verbose=0,\n",
    "                    validation_data=(x_test_flatten, y_test_class))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**Step 4: Check the performance of the model**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "mlp_metrics = mlp_output.history"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
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",
      "text/plain": [
       "<VegaLite 2 object>\n",
       "\n",
       "If you see this message, it means the renderer has not been properly enabled\n",
       "for the frontend that you are using. For more information, see\n",
       "https://altair-viz.github.io/user_guide/troubleshooting.html\n"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "vis.metrics(mlp_metrics)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "10000/10000 [==============================] - 0s 37us/step\n"
     ]
    }
   ],
   "source": [
    "score = model_mlp.evaluate(x_test_flatten, y_test_class, verbose=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Test loss: 0.4111638132810593\n",
      "Test accuracy: 0.8524\n"
     ]
    }
   ],
   "source": [
    "print('Test loss:', score[0])\n",
    "print('Test accuracy:', score[1])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**Step 5: Make & Visualise the Prediction**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [],
   "source": [
    "predict_classes = model_mlp.predict_classes(x_test_flatten)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>183</td>\n",
       "      <td>2</td>\n",
       "      <td>82</td>\n",
       "      <td>40</td>\n",
       "      <td>180</td>\n",
       "      <td>1</td>\n",
       "      <td>497</td>\n",
       "      <td>0</td>\n",
       "      <td>15</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>17</td>\n",
       "      <td>0</td>\n",
       "      <td>968</td>\n",
       "      <td>0</td>\n",
       "      <td>15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>8</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>9</td>\n",
       "      <td>11</td>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "      <td>7</td>\n",
       "      <td>954</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>71</td>\n",
       "      <td>1</td>\n",
       "      <td>923</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "col_0    0    1    2    3    4    5    6    7    8    9\n",
       "row_0                                                  \n",
       "0      872    2   11   39    5    1   58    1   11    0\n",
       "1        3  965    1   23    5    0    2    0    1    0\n",
       "2       26    1  645   15  250    0   60    0    3    0\n",
       "3       36   12    5  879   37    0   28    0    3    0\n",
       "4        0    0   43   34  890    0   30    0    3    0\n",
       "5        0    0    0    1    0  931    0   51    3   14\n",
       "6      183    2   82   40  180    1  497    0   15    0\n",
       "7        0    0    0    0    0   17    0  968    0   15\n",
       "8        8    1    4    9   11    1    5    7  954    0\n",
       "9        0    0    0    0    0    5    0   71    1  923"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pd.crosstab(y_test, predict_classes)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [],
   "source": [
    "proba = model_mlp.predict_proba(x_test_flatten)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [],
   "source": [
    "i = 4"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
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",
      "text/plain": [
       "<VegaLite 2 object>\n",
       "\n",
       "If you see this message, it means the renderer has not been properly enabled\n",
       "for the frontend that you are using. For more information, see\n",
       "https://altair-viz.github.io/user_guide/troubleshooting.html\n"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "vis.imshow(x_test[i], labels[y_test[i]]) | vis.predict(proba[i], y_test[i], labels)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "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": "3.6.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}