ml-finance-python

python scripts for finance machine learning

git clone https://9o.is/git/ml-finance-python.git

01_deep_autoencoders.ipynb

(1117943B)


      1 {
      2  "cells": [
      3   {
      4    "cell_type": "markdown",
      5    "metadata": {},
      6    "source": [
      7     "# Designing and training autoencoders using Python"
      8    ]
      9   },
     10   {
     11    "cell_type": "markdown",
     12    "metadata": {},
     13    "source": [
     14     "In this notebook, we illustrate how to implement several of the autoencoder models introduced in the preceding section using Keras. We first load and prepare an image dataset that we use throughout this section because it makes it easier to visualize the results of the encoding process.\n",
     15     "\n",
     16     "We then proceed to build autoencoders using deep feedforward nets, sparsity constraints, and convolutions and then apply the latter to denoise images."
     17    ]
     18   },
     19   {
     20    "cell_type": "markdown",
     21    "metadata": {},
     22    "source": [
     23     "Source: https://blog.keras.io/building-autoencoders-in-keras.html"
     24    ]
     25   },
     26   {
     27    "cell_type": "markdown",
     28    "metadata": {},
     29    "source": [
     30     "## Imports & Settings"
     31    ]
     32   },
     33   {
     34    "cell_type": "code",
     35    "execution_count": 2,
     36    "metadata": {
     37     "ExecuteTime": {
     38      "end_time": "2018-04-05T10:38:11.113253Z",
     39      "start_time": "2018-04-05T10:38:05.324609Z"
     40     },
     41     "slideshow": {
     42      "slide_type": "skip"
     43     }
     44    },
     45    "outputs": [
     46     {
     47      "name": "stderr",
     48      "output_type": "stream",
     49      "text": [
     50       "Using TensorFlow backend.\n"
     51      ]
     52     }
     53    ],
     54    "source": [
     55     "from os.path import join\n",
     56     "import pandas as pd\n",
     57     "\n",
     58     "import numpy as np\n",
     59     "from numpy.random import choice\n",
     60     "from numpy.linalg import norm\n",
     61     "import seaborn as sns\n",
     62     "\n",
     63     "import matplotlib.pyplot as plt\n",
     64     "from matplotlib.colors import ListedColormap\n",
     65     "from matplotlib.offsetbox import AnnotationBbox, OffsetImage\n",
     66     "from mpl_toolkits.axes_grid1 import make_axes_locatable\n",
     67     "\n",
     68     "from keras.layers import Input, Dense, Conv2D, MaxPooling2D, UpSampling2D\n",
     69     "from keras import regularizers\n",
     70     "from keras.models import Model, model_from_json\n",
     71     "from keras.callbacks import TensorBoard, EarlyStopping, ModelCheckpoint\n",
     72     "from keras.datasets import fashion_mnist\n",
     73     "from keras import backend as K\n",
     74     "\n",
     75     "from sklearn.preprocessing import minmax_scale\n",
     76     "from sklearn.manifold import TSNE\n",
     77     "from sklearn.model_selection import train_test_split\n",
     78     "\n",
     79     "from scipy.spatial.distance import pdist, cdist"
     80    ]
     81   },
     82   {
     83    "cell_type": "code",
     84    "execution_count": 3,
     85    "metadata": {
     86     "ExecuteTime": {
     87      "end_time": "2018-04-05T10:38:11.139587Z",
     88      "start_time": "2018-04-05T10:38:11.117034Z"
     89     }
     90    },
     91    "outputs": [],
     92    "source": [
     93     "%matplotlib inline\n",
     94     "plt.style.use('ggplot')\n",
     95     "n_classes = 10 # all examples have 10 classes\n",
     96     "cmap = sns.color_palette('Paired', n_classes)\n",
     97     "pd.options.display.float_format = '{:,.2f}'.format"
     98    ]
     99   },
    100   {
    101    "cell_type": "markdown",
    102    "metadata": {
    103     "slideshow": {
    104      "slide_type": "slide"
    105     }
    106    },
    107    "source": [
    108     "## Fashion MNIST Data"
    109    ]
    110   },
    111   {
    112    "cell_type": "markdown",
    113    "metadata": {},
    114    "source": [
    115     "For illustration, we'll use the Fashion MNIST dataset, a modern drop-in replacement for the classic MNIST handwritten digit dataset popularized by Yann LeCun with LeNet in the 1990s. We also relied on this dataset in Chapter 12, Unsupervised Learning."
    116    ]
    117   },
    118   {
    119    "cell_type": "code",
    120    "execution_count": 4,
    121    "metadata": {},
    122    "outputs": [],
    123    "source": [
    124     "(X_train, y_train), (X_test, y_test) = fashion_mnist.load_data()"
    125    ]
    126   },
    127   {
    128    "cell_type": "markdown",
    129    "metadata": {},
    130    "source": [
    131     "Keras makes it easy to access the 60,000 train and 10,000 test grayscale samples with a resolution of 28 x 28 pixels:"
    132    ]
    133   },
    134   {
    135    "cell_type": "code",
    136    "execution_count": 5,
    137    "metadata": {},
    138    "outputs": [
    139     {
    140      "data": {
    141       "text/plain": [
    142        "((60000, 28, 28), (10000, 28, 28))"
    143       ]
    144      },
    145      "execution_count": 5,
    146      "metadata": {},
    147      "output_type": "execute_result"
    148     }
    149    ],
    150    "source": [
    151     "X_train.shape, X_test.shape"
    152    ]
    153   },
    154   {
    155    "cell_type": "code",
    156    "execution_count": 6,
    157    "metadata": {
    158     "ExecuteTime": {
    159      "end_time": "2018-04-05T10:38:11.547027Z",
    160      "start_time": "2018-04-05T10:38:11.538907Z"
    161     },
    162     "slideshow": {
    163      "slide_type": "skip"
    164     }
    165    },
    166    "outputs": [],
    167    "source": [
    168     "image_size = 28     # size of image (pixels per side)\n",
    169     "input_size = image_size ** 2 # Compression factor: 784 / 32 = 24.5"
    170    ]
    171   },
    172   {
    173    "cell_type": "code",
    174    "execution_count": 7,
    175    "metadata": {},
    176    "outputs": [],
    177    "source": [
    178     "class_dict = {0: 'T-shirt/top',\n",
    179     "              1: 'Trouser',\n",
    180     "              2: 'Pullover',\n",
    181     "              3: 'Dress',\n",
    182     "              4: 'Coat',\n",
    183     "              5: 'Sandal',\n",
    184     "              6: 'Shirt',\n",
    185     "              7: 'Sneaker',\n",
    186     "              8: 'Bag',\n",
    187     "              9: 'Ankle boot'}\n",
    188     "classes = list(class_dict.keys())"
    189    ]
    190   },
    191   {
    192    "cell_type": "markdown",
    193    "metadata": {
    194     "slideshow": {
    195      "slide_type": "slide"
    196     }
    197    },
    198    "source": [
    199     "### Plot sample images"
    200    ]
    201   },
    202   {
    203    "cell_type": "code",
    204    "execution_count": 9,
    205    "metadata": {},
    206    "outputs": [
    207     {
    208      "data": {
    209       "image/png": 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\n",
    210       "text/plain": [
    211        "<Figure size 1008x360 with 10 Axes>"
    212       ]
    213      },
    214      "metadata": {},
    215      "output_type": "display_data"
    216     }
    217    ],
    218    "source": [
    219     "fig, axes = plt.subplots(nrows=2, ncols=5, figsize=(14, 5))\n",
    220     "axes =axes.flatten()\n",
    221     "for row, label in enumerate(classes):\n",
    222     "    label_idx = np.argwhere(y_train == label).squeeze()\n",
    223     "    axes[row].imshow(X_train[choice(label_idx)], cmap='gray')\n",
    224     "    axes[row].axis('off')\n",
    225     "    axes[row].set_title(class_dict[row])\n",
    226     "\n",
    227     "fig.suptitle('Fashion MNIST Samples', fontsize=16)\n",
    228     "fig.tight_layout()\n",
    229     "fig.subplots_adjust(top=.85)"
    230    ]
    231   },
    232   {
    233    "cell_type": "code",
    234    "execution_count": 10,
    235    "metadata": {
    236     "ExecuteTime": {
    237      "end_time": "2018-04-05T10:38:12.162164Z",
    238      "start_time": "2018-04-05T10:38:11.552576Z"
    239     },
    240     "hide_input": false,
    241     "slideshow": {
    242      "slide_type": "fragment"
    243     }
    244    },
    245    "outputs": [
    246     {
    247      "data": {
    248       "image/png": 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\n",
    249       "text/plain": [
    250        "<Figure size 1080x1080 with 10 Axes>"
    251       ]
    252      },
    253      "metadata": {},
    254      "output_type": "display_data"
    255     }
    256    ],
    257    "source": [
    258     "n_samples = 15\n",
    259     "fig, axes = plt.subplots(nrows=n_classes, figsize=(15, 15))\n",
    260     "axes =axes.flatten()\n",
    261     "for row, label in enumerate(classes):\n",
    262     "    class_imgs = np.empty(shape=(image_size, n_samples * image_size))\n",
    263     "    label_idx = np.argwhere(y_train == label).squeeze()\n",
    264     "    class_samples = choice(label_idx, size=n_samples, replace=False)\n",
    265     "    for col, sample in enumerate(class_samples):\n",
    266     "        i = col * image_size\n",
    267     "        class_imgs[:, i:i + image_size] = X_train[sample]\n",
    268     "    axes[row].imshow(class_imgs, cmap='gray')\n",
    269     "    axes[row].axis('off')\n",
    270     "    axes[row].set_title(class_dict[row])\n",
    271     "\n",
    272     "fig.suptitle('Fashion MNIST Samples', fontsize=16)\n",
    273     "fig.tight_layout()\n",
    274     "fig.subplots_adjust(top=.95, bottom=0)"
    275    ]
    276   },
    277   {
    278    "cell_type": "markdown",
    279    "metadata": {
    280     "slideshow": {
    281      "slide_type": "subslide"
    282     }
    283    },
    284    "source": [
    285     "## Reshape & normalize Fashion MNIST data"
    286    ]
    287   },
    288   {
    289    "cell_type": "markdown",
    290    "metadata": {},
    291    "source": [
    292     "We reshape the data so that each image is represented by a flat one-dimensional pixel vector with 28 x 28 = 784 elements normalized to the range of [0, 1]:"
    293    ]
    294   },
    295   {
    296    "cell_type": "code",
    297    "execution_count": 11,
    298    "metadata": {
    299     "ExecuteTime": {
    300      "end_time": "2018-04-05T10:38:12.181334Z",
    301      "start_time": "2018-04-05T10:38:12.174005Z"
    302     },
    303     "slideshow": {
    304      "slide_type": "-"
    305     }
    306    },
    307    "outputs": [],
    308    "source": [
    309     "encoding_size = 32 # Size of encoding"
    310    ]
    311   },
    312   {
    313    "cell_type": "code",
    314    "execution_count": 12,
    315    "metadata": {},
    316    "outputs": [],
    317    "source": [
    318     "def data_prep(x, size=input_size):\n",
    319     "    return x.reshape(-1, size).astype('float32')/255"
    320    ]
    321   },
    322   {
    323    "cell_type": "code",
    324    "execution_count": 13,
    325    "metadata": {},
    326    "outputs": [],
    327    "source": [
    328     "X_train_scaled = data_prep(X_train)\n",
    329     "X_test_scaled = data_prep(X_test)"
    330    ]
    331   },
    332   {
    333    "cell_type": "code",
    334    "execution_count": 14,
    335    "metadata": {},
    336    "outputs": [
    337     {
    338      "data": {
    339       "text/plain": [
    340        "((60000, 784), (10000, 784))"
    341       ]
    342      },
    343      "execution_count": 14,
    344      "metadata": {},
    345      "output_type": "execute_result"
    346     }
    347    ],
    348    "source": [
    349     "X_train_scaled.shape, X_test_scaled.shape"
    350    ]
    351   },
    352   {
    353    "cell_type": "markdown",
    354    "metadata": {
    355     "slideshow": {
    356      "slide_type": "slide"
    357     }
    358    },
    359    "source": [
    360     "## Vanilla single-layer autoencoder"
    361    ]
    362   },
    363   {
    364    "cell_type": "markdown",
    365    "metadata": {},
    366    "source": [
    367     "We start with a vanilla feedforward autoencoder with a single hidden layer to illustrate the general design approach using the functional Keras API and establish a performance baseline."
    368    ]
    369   },
    370   {
    371    "cell_type": "markdown",
    372    "metadata": {
    373     "slideshow": {
    374      "slide_type": "fragment"
    375     }
    376    },
    377    "source": [
    378     "Encoding 28 x 28 images to a 32 value representation for a compression factor of 24.5"
    379    ]
    380   },
    381   {
    382    "cell_type": "markdown",
    383    "metadata": {},
    384    "source": [
    385     "### Single-layer Model"
    386    ]
    387   },
    388   {
    389    "cell_type": "markdown",
    390    "metadata": {},
    391    "source": [
    392     "#### Input Layer"
    393    ]
    394   },
    395   {
    396    "cell_type": "code",
    397    "execution_count": 15,
    398    "metadata": {},
    399    "outputs": [],
    400    "source": [
    401     "input_ = Input(shape=(input_size,), name='Input')"
    402    ]
    403   },
    404   {
    405    "cell_type": "markdown",
    406    "metadata": {},
    407    "source": [
    408     "#### Dense Encoding Layer"
    409    ]
    410   },
    411   {
    412    "cell_type": "markdown",
    413    "metadata": {},
    414    "source": [
    415     "The encoder part of the model consists of a fully-connected layer that learns the new, compressed representation of the input. We use 32 units for a compression ratio of 24.5:"
    416    ]
    417   },
    418   {
    419    "cell_type": "code",
    420    "execution_count": 16,
    421    "metadata": {},
    422    "outputs": [
    423     {
    424      "name": "stdout",
    425      "output_type": "stream",
    426      "text": [
    427       "WARNING:tensorflow:From /home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.6/site-packages/tensorflow/python/framework/op_def_library.py:263: colocate_with (from tensorflow.python.framework.ops) is deprecated and will be removed in a future version.\n",
    428       "Instructions for updating:\n",
    429       "Colocations handled automatically by placer.\n"
    430      ]
    431     }
    432    ],
    433    "source": [
    434     "encoding = Dense(units=encoding_size,\n",
    435     "                 activation='relu',\n",
    436     "                 name='Encoder')(input_)"
    437    ]
    438   },
    439   {
    440    "cell_type": "markdown",
    441    "metadata": {},
    442    "source": [
    443     "#### Dense Reconstruction Layer"
    444    ]
    445   },
    446   {
    447    "cell_type": "markdown",
    448    "metadata": {},
    449    "source": [
    450     "The decoding part reconstructs the compressed data to its original size in a single step:"
    451    ]
    452   },
    453   {
    454    "cell_type": "code",
    455    "execution_count": 17,
    456    "metadata": {},
    457    "outputs": [],
    458    "source": [
    459     "decoding = Dense(units=input_size,\n",
    460     "                 activation='sigmoid',\n",
    461     "                 name='Decoder')(encoding)"
    462    ]
    463   },
    464   {
    465    "cell_type": "markdown",
    466    "metadata": {},
    467    "source": [
    468     "#### Autoencoder Model"
    469    ]
    470   },
    471   {
    472    "cell_type": "code",
    473    "execution_count": 18,
    474    "metadata": {
    475     "ExecuteTime": {
    476      "end_time": "2018-04-05T10:38:12.293237Z",
    477      "start_time": "2018-04-05T10:38:12.186688Z"
    478     },
    479     "slideshow": {
    480      "slide_type": "fragment"
    481     }
    482    },
    483    "outputs": [],
    484    "source": [
    485     "autoencoder = Model(inputs=input_,\n",
    486     "                    outputs=decoding,\n",
    487     "                    name='Autoencoder') "
    488    ]
    489   },
    490   {
    491    "cell_type": "markdown",
    492    "metadata": {},
    493    "source": [
    494     "The thus defined encoder-decoder computation uses almost 51,000 parameters:"
    495    ]
    496   },
    497   {
    498    "cell_type": "code",
    499    "execution_count": 19,
    500    "metadata": {
    501     "ExecuteTime": {
    502      "end_time": "2018-04-05T10:38:12.312297Z",
    503      "start_time": "2018-04-05T10:38:12.297581Z"
    504     },
    505     "slideshow": {
    506      "slide_type": "slide"
    507     }
    508    },
    509    "outputs": [
    510     {
    511      "name": "stdout",
    512      "output_type": "stream",
    513      "text": [
    514       "_________________________________________________________________\n",
    515       "Layer (type)                 Output Shape              Param #   \n",
    516       "=================================================================\n",
    517       "Input (InputLayer)           (None, 784)               0         \n",
    518       "_________________________________________________________________\n",
    519       "Encoder (Dense)              (None, 32)                25120     \n",
    520       "_________________________________________________________________\n",
    521       "Decoder (Dense)              (None, 784)               25872     \n",
    522       "=================================================================\n",
    523       "Total params: 50,992\n",
    524       "Trainable params: 50,992\n",
    525       "Non-trainable params: 0\n",
    526       "_________________________________________________________________\n"
    527      ]
    528     }
    529    ],
    530    "source": [
    531     "autoencoder.summary()"
    532    ]
    533   },
    534   {
    535    "cell_type": "markdown",
    536    "metadata": {
    537     "slideshow": {
    538      "slide_type": "subslide"
    539     }
    540    },
    541    "source": [
    542     "### Encoder Model"
    543    ]
    544   },
    545   {
    546    "cell_type": "markdown",
    547    "metadata": {},
    548    "source": [
    549     "The functional API allows us to use parts of the model's chain as separate encoder and decoder models that use the autoencoder's parameters learned during training."
    550    ]
    551   },
    552   {
    553    "cell_type": "markdown",
    554    "metadata": {},
    555    "source": [
    556     "The encoder just uses the input and hidden layer with about half of the total parameters:"
    557    ]
    558   },
    559   {
    560    "cell_type": "code",
    561    "execution_count": 20,
    562    "metadata": {
    563     "ExecuteTime": {
    564      "end_time": "2018-04-05T10:38:12.326819Z",
    565      "start_time": "2018-04-05T10:38:12.318908Z"
    566     },
    567     "slideshow": {
    568      "slide_type": "fragment"
    569     }
    570    },
    571    "outputs": [],
    572    "source": [
    573     "encoder = Model(inputs=input_ ,\n",
    574     "                outputs=encoding,\n",
    575     "                name='Encoder')"
    576    ]
    577   },
    578   {
    579    "cell_type": "code",
    580    "execution_count": 21,
    581    "metadata": {
    582     "ExecuteTime": {
    583      "end_time": "2018-04-05T10:38:12.350380Z",
    584      "start_time": "2018-04-05T10:38:12.331221Z"
    585     },
    586     "slideshow": {
    587      "slide_type": "fragment"
    588     }
    589    },
    590    "outputs": [
    591     {
    592      "name": "stdout",
    593      "output_type": "stream",
    594      "text": [
    595       "_________________________________________________________________\n",
    596       "Layer (type)                 Output Shape              Param #   \n",
    597       "=================================================================\n",
    598       "Input (InputLayer)           (None, 784)               0         \n",
    599       "_________________________________________________________________\n",
    600       "Encoder (Dense)              (None, 32)                25120     \n",
    601       "=================================================================\n",
    602       "Total params: 25,120\n",
    603       "Trainable params: 25,120\n",
    604       "Non-trainable params: 0\n",
    605       "_________________________________________________________________\n"
    606      ]
    607     }
    608    ],
    609    "source": [
    610     "encoder.summary()"
    611    ]
    612   },
    613   {
    614    "cell_type": "markdown",
    615    "metadata": {},
    616    "source": [
    617     "Once we train the autoencoder, we can use the encoder to compress the data."
    618    ]
    619   },
    620   {
    621    "cell_type": "markdown",
    622    "metadata": {
    623     "slideshow": {
    624      "slide_type": "subslide"
    625     }
    626    },
    627    "source": [
    628     "### Decoder Model"
    629    ]
    630   },
    631   {
    632    "cell_type": "markdown",
    633    "metadata": {},
    634    "source": [
    635     "The decoder consists of the last autoencoder layer, fed by a placeholder for the encoded data:"
    636    ]
    637   },
    638   {
    639    "cell_type": "markdown",
    640    "metadata": {},
    641    "source": [
    642     "#### Placeholder for encoded input"
    643    ]
    644   },
    645   {
    646    "cell_type": "code",
    647    "execution_count": 22,
    648    "metadata": {},
    649    "outputs": [],
    650    "source": [
    651     "encoded_input = Input(shape=(encoding_size,), name='Decoder_Input')"
    652    ]
    653   },
    654   {
    655    "cell_type": "markdown",
    656    "metadata": {},
    657    "source": [
    658     "#### Extract last autoencoder layer"
    659    ]
    660   },
    661   {
    662    "cell_type": "code",
    663    "execution_count": 23,
    664    "metadata": {},
    665    "outputs": [],
    666    "source": [
    667     "decoder_layer = autoencoder.layers[-1](encoded_input)"
    668    ]
    669   },
    670   {
    671    "cell_type": "markdown",
    672    "metadata": {},
    673    "source": [
    674     "#### Define Decoder Model"
    675    ]
    676   },
    677   {
    678    "cell_type": "code",
    679    "execution_count": 24,
    680    "metadata": {
    681     "ExecuteTime": {
    682      "end_time": "2018-04-05T10:38:12.373768Z",
    683      "start_time": "2018-04-05T10:38:12.356870Z"
    684     },
    685     "slideshow": {
    686      "slide_type": "fragment"
    687     }
    688    },
    689    "outputs": [],
    690    "source": [
    691     "decoder = Model(inputs=encoded_input,\n",
    692     "                outputs=decoder_layer)"
    693    ]
    694   },
    695   {
    696    "cell_type": "code",
    697    "execution_count": 25,
    698    "metadata": {
    699     "ExecuteTime": {
    700      "end_time": "2018-04-05T10:38:12.393182Z",
    701      "start_time": "2018-04-05T10:38:12.377431Z"
    702     },
    703     "slideshow": {
    704      "slide_type": "fragment"
    705     }
    706    },
    707    "outputs": [
    708     {
    709      "name": "stdout",
    710      "output_type": "stream",
    711      "text": [
    712       "_________________________________________________________________\n",
    713       "Layer (type)                 Output Shape              Param #   \n",
    714       "=================================================================\n",
    715       "Decoder_Input (InputLayer)   (None, 32)                0         \n",
    716       "_________________________________________________________________\n",
    717       "Decoder (Dense)              (None, 784)               25872     \n",
    718       "=================================================================\n",
    719       "Total params: 25,872\n",
    720       "Trainable params: 25,872\n",
    721       "Non-trainable params: 0\n",
    722       "_________________________________________________________________\n"
    723      ]
    724     }
    725    ],
    726    "source": [
    727     "decoder.summary()"
    728    ]
    729   },
    730   {
    731    "cell_type": "markdown",
    732    "metadata": {
    733     "slideshow": {
    734      "slide_type": "subslide"
    735     }
    736    },
    737    "source": [
    738     "### Compile the Autoencoder Model"
    739    ]
    740   },
    741   {
    742    "cell_type": "code",
    743    "execution_count": 26,
    744    "metadata": {
    745     "ExecuteTime": {
    746      "end_time": "2018-04-05T10:38:12.446670Z",
    747      "start_time": "2018-04-05T10:38:12.398878Z"
    748     },
    749     "slideshow": {
    750      "slide_type": "fragment"
    751     }
    752    },
    753    "outputs": [],
    754    "source": [
    755     "autoencoder.compile(optimizer='adam', \n",
    756     "                    loss='mse')"
    757    ]
    758   },
    759   {
    760    "cell_type": "markdown",
    761    "metadata": {},
    762    "source": [
    763     "### Train the autoencoder"
    764    ]
    765   },
    766   {
    767    "cell_type": "markdown",
    768    "metadata": {},
    769    "source": [
    770     "We compile the model to use the Adam optimizer (see Chapter 17, Deep Learning) to minimize the MSE between the input data and the reproduction achieved by the autoencoder. To ensure that the autoencoder learns to reproduce the input, we train the model using the same input and output data:"
    771    ]
    772   },
    773   {
    774    "cell_type": "markdown",
    775    "metadata": {
    776     "slideshow": {
    777      "slide_type": "subslide"
    778     }
    779    },
    780    "source": [
    781     "#### Create `early_stopping` callback"
    782    ]
    783   },
    784   {
    785    "cell_type": "code",
    786    "execution_count": 27,
    787    "metadata": {
    788     "ExecuteTime": {
    789      "end_time": "2018-04-05T10:38:13.580978Z",
    790      "start_time": "2018-04-05T10:38:13.574050Z"
    791     },
    792     "slideshow": {
    793      "slide_type": "fragment"
    794     }
    795    },
    796    "outputs": [],
    797    "source": [
    798     "early_stopping = EarlyStopping(monitor='val_loss', \n",
    799     "                               min_delta=1e-5, \n",
    800     "                               patience=5, \n",
    801     "                               verbose=0,\n",
    802     "                               restore_best_weights=True,\n",
    803     "                               mode='auto')"
    804    ]
    805   },
    806   {
    807    "cell_type": "markdown",
    808    "metadata": {
    809     "slideshow": {
    810      "slide_type": "subslide"
    811     }
    812    },
    813    "source": [
    814     "#### Create TensorBard callback to visualize network performance"
    815    ]
    816   },
    817   {
    818    "cell_type": "code",
    819    "execution_count": 28,
    820    "metadata": {
    821     "ExecuteTime": {
    822      "end_time": "2018-04-05T10:38:27.463099Z",
    823      "start_time": "2018-04-05T10:38:13.596837Z"
    824     },
    825     "slideshow": {
    826      "slide_type": "fragment"
    827     }
    828    },
    829    "outputs": [],
    830    "source": [
    831     "tb_callback = TensorBoard(log_dir='logs/autoencoder/mnist/', \n",
    832     "                          histogram_freq=5,\n",
    833     "                          write_graph=True, \n",
    834     "                          write_grads=True, \n",
    835     "                          write_images=True)"
    836    ]
    837   },
    838   {
    839    "cell_type": "markdown",
    840    "metadata": {},
    841    "source": [
    842     "#### Create checkpoint callback"
    843    ]
    844   },
    845   {
    846    "cell_type": "code",
    847    "execution_count": 29,
    848    "metadata": {},
    849    "outputs": [],
    850    "source": [
    851     "filepath = 'models/fashion_mnist.autencoder.32.weights.hdf5'"
    852    ]
    853   },
    854   {
    855    "cell_type": "code",
    856    "execution_count": 30,
    857    "metadata": {},
    858    "outputs": [],
    859    "source": [
    860     "checkpointer = ModelCheckpoint(filepath=filepath, \n",
    861     "                               monitor='val_loss', \n",
    862     "                               verbose=0, \n",
    863     "                               save_best_only=True, \n",
    864     "                               save_weights_only=True, \n",
    865     "                               mode='auto', \n",
    866     "                               period=1)"
    867    ]
    868   },
    869   {
    870    "cell_type": "markdown",
    871    "metadata": {
    872     "slideshow": {
    873      "slide_type": "subslide"
    874     }
    875    },
    876    "source": [
    877     "#### Fit the Model "
    878    ]
    879   },
    880   {
    881    "cell_type": "markdown",
    882    "metadata": {},
    883    "source": [
    884     "To avoid running time, you can load the pre-computed results in the 'model' folder (see below)"
    885    ]
    886   },
    887   {
    888    "cell_type": "code",
    889    "execution_count": 32,
    890    "metadata": {
    891     "ExecuteTime": {
    892      "end_time": "2018-04-05T10:53:04.834124Z",
    893      "start_time": "2018-04-05T10:38:27.467815Z"
    894     },
    895     "run_control": {
    896      "marked": false
    897     },
    898     "scrolled": false,
    899     "slideshow": {
    900      "slide_type": "fragment"
    901     }
    902    },
    903    "outputs": [
    904     {
    905      "name": "stdout",
    906      "output_type": "stream",
    907      "text": [
    908       "Train on 54000 samples, validate on 6000 samples\n",
    909       "Epoch 1/100\n",
    910       "54000/54000 [==============================] - 2s 38us/step - loss: 0.0155 - val_loss: 0.0145\n",
    911       "Epoch 2/100\n",
    912       "54000/54000 [==============================] - 2s 40us/step - loss: 0.0138 - val_loss: 0.0135\n",
    913       "Epoch 3/100\n",
    914       "54000/54000 [==============================] - 2s 38us/step - loss: 0.0132 - val_loss: 0.0132\n",
    915       "Epoch 4/100\n",
    916       "54000/54000 [==============================] - 2s 39us/step - loss: 0.0130 - val_loss: 0.0130\n",
    917       "Epoch 5/100\n",
    918       "54000/54000 [==============================] - 2s 40us/step - loss: 0.0129 - val_loss: 0.0132\n",
    919       "Epoch 6/100\n",
    920       "54000/54000 [==============================] - 2s 39us/step - loss: 0.0128 - val_loss: 0.0129\n",
    921       "Epoch 7/100\n",
    922       "54000/54000 [==============================] - 2s 39us/step - loss: 0.0127 - val_loss: 0.0127\n",
    923       "Epoch 8/100\n",
    924       "54000/54000 [==============================] - 2s 39us/step - loss: 0.0126 - val_loss: 0.0128\n",
    925       "Epoch 9/100\n",
    926       "54000/54000 [==============================] - 2s 40us/step - loss: 0.0126 - val_loss: 0.0127\n",
    927       "Epoch 10/100\n",
    928       "54000/54000 [==============================] - 2s 39us/step - loss: 0.0126 - val_loss: 0.0127\n",
    929       "Epoch 11/100\n",
    930       "54000/54000 [==============================] - 2s 40us/step - loss: 0.0125 - val_loss: 0.0127\n",
    931       "Epoch 12/100\n",
    932       "54000/54000 [==============================] - 2s 40us/step - loss: 0.0125 - val_loss: 0.0128\n",
    933       "Epoch 13/100\n",
    934       "54000/54000 [==============================] - 2s 41us/step - loss: 0.0125 - val_loss: 0.0126\n",
    935       "Epoch 14/100\n",
    936       "54000/54000 [==============================] - 2s 40us/step - loss: 0.0125 - val_loss: 0.0127\n",
    937       "Epoch 15/100\n",
    938       "54000/54000 [==============================] - 2s 39us/step - loss: 0.0125 - val_loss: 0.0126\n",
    939       "Epoch 16/100\n",
    940       "54000/54000 [==============================] - 2s 44us/step - loss: 0.0124 - val_loss: 0.0127\n",
    941       "Epoch 17/100\n",
    942       "54000/54000 [==============================] - 2s 41us/step - loss: 0.0124 - val_loss: 0.0126\n",
    943       "Epoch 18/100\n",
    944       "54000/54000 [==============================] - 2s 41us/step - loss: 0.0124 - val_loss: 0.0127\n"
    945      ]
    946     },
    947     {
    948      "data": {
    949       "text/plain": [
    950        "<keras.callbacks.History at 0x7f2a845dc7b8>"
    951       ]
    952      },
    953      "execution_count": 32,
    954      "metadata": {},
    955      "output_type": "execute_result"
    956     }
    957    ],
    958    "source": [
    959     "autoencoder.fit(x=X_train_scaled,\n",
    960     "                y=X_train_scaled,\n",
    961     "                epochs=100,\n",
    962     "                batch_size=32,\n",
    963     "                shuffle=True,\n",
    964     "                validation_split=.1,\n",
    965     "                callbacks=[tb_callback, early_stopping, checkpointer])"
    966    ]
    967   },
    968   {
    969    "cell_type": "markdown",
    970    "metadata": {},
    971    "source": [
    972     "### Reload weights from best-performing model"
    973    ]
    974   },
    975   {
    976    "cell_type": "code",
    977    "execution_count": 33,
    978    "metadata": {},
    979    "outputs": [],
    980    "source": [
    981     "autoencoder.load_weights(filepath)"
    982    ]
    983   },
    984   {
    985    "cell_type": "markdown",
    986    "metadata": {
    987     "slideshow": {
    988      "slide_type": "subslide"
    989     }
    990    },
    991    "source": [
    992     "### Evaluate trained model "
    993    ]
    994   },
    995   {
    996    "cell_type": "markdown",
    997    "metadata": {},
    998    "source": [
    999     "Training stops after some 20 epochs with a test RMSE of 0.1122:"
   1000    ]
   1001   },
   1002   {
   1003    "cell_type": "code",
   1004    "execution_count": 51,
   1005    "metadata": {
   1006     "ExecuteTime": {
   1007      "end_time": "2018-04-05T10:53:08.490792Z",
   1008      "start_time": "2018-04-05T10:53:04.838345Z"
   1009     },
   1010     "slideshow": {
   1011      "slide_type": "fragment"
   1012     }
   1013    },
   1014    "outputs": [
   1015     {
   1016      "name": "stdout",
   1017      "output_type": "stream",
   1018      "text": [
   1019       "10000/10000 [==============================] - 0s 14us/step\n"
   1020      ]
   1021     },
   1022     {
   1023      "data": {
   1024       "text/plain": [
   1025        "'MSE: 0.0126 | RMSE 0.1121'"
   1026       ]
   1027      },
   1028      "execution_count": 51,
   1029      "metadata": {},
   1030      "output_type": "execute_result"
   1031     }
   1032    ],
   1033    "source": [
   1034     "mse = autoencoder.evaluate(x=X_test_scaled, y=X_test_scaled)\n",
   1035     "f'MSE: {mse:.4f} | RMSE {mse**.5:.4f}'"
   1036    ]
   1037   },
   1038   {
   1039    "cell_type": "markdown",
   1040    "metadata": {
   1041     "slideshow": {
   1042      "slide_type": "subslide"
   1043     }
   1044    },
   1045    "source": [
   1046     "### Encode and decode test images"
   1047    ]
   1048   },
   1049   {
   1050    "cell_type": "markdown",
   1051    "metadata": {},
   1052    "source": [
   1053     "To encode data, we use the encoder we just defined, like so:"
   1054    ]
   1055   },
   1056   {
   1057    "cell_type": "code",
   1058    "execution_count": 35,
   1059    "metadata": {
   1060     "ExecuteTime": {
   1061      "end_time": "2018-04-05T10:53:10.216602Z",
   1062      "start_time": "2018-04-05T10:53:09.976668Z"
   1063     },
   1064     "slideshow": {
   1065      "slide_type": "fragment"
   1066     }
   1067    },
   1068    "outputs": [
   1069     {
   1070      "data": {
   1071       "text/plain": [
   1072        "(10000, 32)"
   1073       ]
   1074      },
   1075      "execution_count": 35,
   1076      "metadata": {},
   1077      "output_type": "execute_result"
   1078     }
   1079    ],
   1080    "source": [
   1081     "encoded_test_img = encoder.predict(X_test_scaled)\n",
   1082     "encoded_test_img.shape"
   1083    ]
   1084   },
   1085   {
   1086    "cell_type": "markdown",
   1087    "metadata": {},
   1088    "source": [
   1089     "The decoder takes the compressed data and reproduces the output according to the autoencoder training results:"
   1090    ]
   1091   },
   1092   {
   1093    "cell_type": "code",
   1094    "execution_count": 36,
   1095    "metadata": {
   1096     "ExecuteTime": {
   1097      "end_time": "2018-04-05T10:53:10.546146Z",
   1098      "start_time": "2018-04-05T10:53:10.222053Z"
   1099     },
   1100     "slideshow": {
   1101      "slide_type": "fragment"
   1102     }
   1103    },
   1104    "outputs": [
   1105     {
   1106      "data": {
   1107       "text/plain": [
   1108        "(10000, 784)"
   1109       ]
   1110      },
   1111      "execution_count": 36,
   1112      "metadata": {},
   1113      "output_type": "execute_result"
   1114     }
   1115    ],
   1116    "source": [
   1117     "decoded_test_img = decoder.predict(encoded_test_img)\n",
   1118     "decoded_test_img.shape"
   1119    ]
   1120   },
   1121   {
   1122    "cell_type": "markdown",
   1123    "metadata": {
   1124     "slideshow": {
   1125      "slide_type": "subslide"
   1126     }
   1127    },
   1128    "source": [
   1129     "#### Compare Original with Reconstructed Samples "
   1130    ]
   1131   },
   1132   {
   1133    "cell_type": "markdown",
   1134    "metadata": {},
   1135    "source": [
   1136     "The following figure shows ten original images and their reconstruction by the autoencoder and illustrates the loss after compression:"
   1137    ]
   1138   },
   1139   {
   1140    "cell_type": "code",
   1141    "execution_count": 37,
   1142    "metadata": {
   1143     "ExecuteTime": {
   1144      "end_time": "2018-04-05T10:53:11.526512Z",
   1145      "start_time": "2018-04-05T10:53:10.549741Z"
   1146     },
   1147     "slideshow": {
   1148      "slide_type": "fragment"
   1149     }
   1150    },
   1151    "outputs": [
   1152     {
   1153      "data": {
   1154       "image/png": 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\n",
   1155       "text/plain": [
   1156        "<Figure size 1440x288 with 20 Axes>"
   1157       ]
   1158      },
   1159      "metadata": {},
   1160      "output_type": "display_data"
   1161     }
   1162    ],
   1163    "source": [
   1164     "fig, axes = plt.subplots(ncols=n_classes, nrows=2, figsize=(20, 4))\n",
   1165     "for i in range(n_classes):\n",
   1166     "    \n",
   1167     "    axes[0, i].imshow(X_test_scaled[i].reshape(image_size, image_size), cmap='gray')\n",
   1168     "    axes[0, i].axis('off')\n",
   1169     "\n",
   1170     "    axes[1, i].imshow(decoded_test_img[i].reshape(28, 28) , cmap='gray')\n",
   1171     "    axes[1, i].axis('off')\n",
   1172     "\n",
   1173     "fig.suptitle('Original and Reconstructed Images', fontsize=20)\n",
   1174     "fig.tight_layout()\n",
   1175     "fig.subplots_adjust(top=.85)\n",
   1176     "fig.savefig('figures/reconstructed', dpi=300)"
   1177    ]
   1178   },
   1179   {
   1180    "cell_type": "markdown",
   1181    "metadata": {},
   1182    "source": [
   1183     "## Combine training steps into function"
   1184    ]
   1185   },
   1186   {
   1187    "cell_type": "markdown",
   1188    "metadata": {},
   1189    "source": [
   1190     "The helper function `train_autoencoder` just summarizes some repetitive steps."
   1191    ]
   1192   },
   1193   {
   1194    "cell_type": "code",
   1195    "execution_count": 46,
   1196    "metadata": {},
   1197    "outputs": [],
   1198    "source": [
   1199     "def train_autoencoder(path, model, x_train=X_train_scaled, x_test=X_test_scaled):\n",
   1200     "    callbacks = [EarlyStopping(patience=5, restore_best_weights=True),\n",
   1201     "                 ModelCheckpoint(filepath=path, save_best_only=True, save_weights_only=True)]\n",
   1202     "    model.fit(x=x_train, y=x_train, epochs=100, validation_split=.1, callbacks=callbacks)\n",
   1203     "    model.load_weights(path)\n",
   1204     "    mse = model.evaluate(x=x_test, y=x_test)\n",
   1205     "    return model, mse"
   1206    ]
   1207   },
   1208   {
   1209    "cell_type": "markdown",
   1210    "metadata": {},
   1211    "source": [
   1212     "## Autoencoders with Sparsity Constraints"
   1213    ]
   1214   },
   1215   {
   1216    "cell_type": "markdown",
   1217    "metadata": {},
   1218    "source": [
   1219     "### Encoding Layer with L1 activity regularizer"
   1220    ]
   1221   },
   1222   {
   1223    "cell_type": "markdown",
   1224    "metadata": {},
   1225    "source": [
   1226     "The addition of regularization is fairly straightforward. We can apply it to the dense encoder layer using Keras' `activity_regularizer`, as follows:"
   1227    ]
   1228   },
   1229   {
   1230    "cell_type": "code",
   1231    "execution_count": 38,
   1232    "metadata": {},
   1233    "outputs": [],
   1234    "source": [
   1235     "encoding_l1 = Dense(units=encoding_size,\n",
   1236     "                    activation='relu',\n",
   1237     "                    activity_regularizer=regularizers.l1(10e-5),\n",
   1238     "                    name='Encoder_L1')(input_)"
   1239    ]
   1240   },
   1241   {
   1242    "cell_type": "markdown",
   1243    "metadata": {},
   1244    "source": [
   1245     "### Decoding Layer"
   1246    ]
   1247   },
   1248   {
   1249    "cell_type": "code",
   1250    "execution_count": 39,
   1251    "metadata": {},
   1252    "outputs": [],
   1253    "source": [
   1254     "decoding_l1 = Dense(units=input_size,\n",
   1255     "                    activation='sigmoid',\n",
   1256     "                    name='Decoder_L1')(encoding_l1)"
   1257    ]
   1258   },
   1259   {
   1260    "cell_type": "code",
   1261    "execution_count": 40,
   1262    "metadata": {},
   1263    "outputs": [],
   1264    "source": [
   1265     "autoencoder_l1 = Model(input_, decoding_l1)"
   1266    ]
   1267   },
   1268   {
   1269    "cell_type": "markdown",
   1270    "metadata": {},
   1271    "source": [
   1272     "### Autoencoder Model"
   1273    ]
   1274   },
   1275   {
   1276    "cell_type": "code",
   1277    "execution_count": 41,
   1278    "metadata": {},
   1279    "outputs": [
   1280     {
   1281      "name": "stdout",
   1282      "output_type": "stream",
   1283      "text": [
   1284       "_________________________________________________________________\n",
   1285       "Layer (type)                 Output Shape              Param #   \n",
   1286       "=================================================================\n",
   1287       "Input (InputLayer)           (None, 784)               0         \n",
   1288       "_________________________________________________________________\n",
   1289       "Encoder_L1 (Dense)           (None, 32)                25120     \n",
   1290       "_________________________________________________________________\n",
   1291       "Decoder_L1 (Dense)           (None, 784)               25872     \n",
   1292       "=================================================================\n",
   1293       "Total params: 50,992\n",
   1294       "Trainable params: 50,992\n",
   1295       "Non-trainable params: 0\n",
   1296       "_________________________________________________________________\n"
   1297      ]
   1298     }
   1299    ],
   1300    "source": [
   1301     "autoencoder_l1.summary()"
   1302    ]
   1303   },
   1304   {
   1305    "cell_type": "code",
   1306    "execution_count": 42,
   1307    "metadata": {},
   1308    "outputs": [],
   1309    "source": [
   1310     "autoencoder_l1.compile(optimizer='adam', \n",
   1311     "                       loss='mse')"
   1312    ]
   1313   },
   1314   {
   1315    "cell_type": "markdown",
   1316    "metadata": {},
   1317    "source": [
   1318     "### Encoder & Decoder Models"
   1319    ]
   1320   },
   1321   {
   1322    "cell_type": "code",
   1323    "execution_count": 43,
   1324    "metadata": {},
   1325    "outputs": [],
   1326    "source": [
   1327     "encoder_l1 = Model(inputs=input_, outputs=encoding_l1, name='Encoder')"
   1328    ]
   1329   },
   1330   {
   1331    "cell_type": "code",
   1332    "execution_count": 44,
   1333    "metadata": {},
   1334    "outputs": [],
   1335    "source": [
   1336     "encoded_input = Input(shape=(encoding_size,), name='Decoder_Input')\n",
   1337     "decoder_l1_layer = autoencoder_l1.layers[-1](encoded_input)\n",
   1338     "decoder_l1 = Model(inputs=encoded_input, outputs=decoder_l1_layer)"
   1339    ]
   1340   },
   1341   {
   1342    "cell_type": "markdown",
   1343    "metadata": {},
   1344    "source": [
   1345     "### Train Model"
   1346    ]
   1347   },
   1348   {
   1349    "cell_type": "code",
   1350    "execution_count": 47,
   1351    "metadata": {},
   1352    "outputs": [
   1353     {
   1354      "name": "stdout",
   1355      "output_type": "stream",
   1356      "text": [
   1357       "Train on 54000 samples, validate on 6000 samples\n",
   1358       "Epoch 1/100\n",
   1359       "54000/54000 [==============================] - 3s 49us/step - loss: 0.1206 - val_loss: 0.0975\n",
   1360       "Epoch 2/100\n",
   1361       "54000/54000 [==============================] - 2s 44us/step - loss: 0.0921 - val_loss: 0.0895\n",
   1362       "Epoch 3/100\n",
   1363       "54000/54000 [==============================] - 2s 46us/step - loss: 0.0883 - val_loss: 0.0880\n",
   1364       "Epoch 4/100\n",
   1365       "54000/54000 [==============================] - 2s 44us/step - loss: 0.0874 - val_loss: 0.0875\n",
   1366       "Epoch 5/100\n",
   1367       "54000/54000 [==============================] - 3s 48us/step - loss: 0.0871 - val_loss: 0.0874\n",
   1368       "Epoch 6/100\n",
   1369       "54000/54000 [==============================] - 3s 48us/step - loss: 0.0870 - val_loss: 0.0873\n",
   1370       "Epoch 7/100\n",
   1371       "54000/54000 [==============================] - 3s 47us/step - loss: 0.0870 - val_loss: 0.0873\n",
   1372       "Epoch 8/100\n",
   1373       "54000/54000 [==============================] - 2s 46us/step - loss: 0.0870 - val_loss: 0.0873\n",
   1374       "Epoch 9/100\n",
   1375       "54000/54000 [==============================] - 2s 44us/step - loss: 0.0870 - val_loss: 0.0873\n",
   1376       "Epoch 10/100\n",
   1377       "54000/54000 [==============================] - 2s 45us/step - loss: 0.0870 - val_loss: 0.0873\n",
   1378       "Epoch 11/100\n",
   1379       "54000/54000 [==============================] - 2s 45us/step - loss: 0.0870 - val_loss: 0.0873\n",
   1380       "Epoch 12/100\n",
   1381       "54000/54000 [==============================] - 3s 47us/step - loss: 0.0870 - val_loss: 0.0873\n",
   1382       "Epoch 13/100\n",
   1383       "54000/54000 [==============================] - 2s 46us/step - loss: 0.0870 - val_loss: 0.0873\n",
   1384       "Epoch 14/100\n",
   1385       "54000/54000 [==============================] - 2s 45us/step - loss: 0.0870 - val_loss: 0.0873\n",
   1386       "Epoch 15/100\n",
   1387       "54000/54000 [==============================] - 2s 46us/step - loss: 0.0870 - val_loss: 0.0873\n",
   1388       "Epoch 16/100\n",
   1389       "54000/54000 [==============================] - 3s 47us/step - loss: 0.0870 - val_loss: 0.0873\n",
   1390       "Epoch 17/100\n",
   1391       "54000/54000 [==============================] - 2s 46us/step - loss: 0.0870 - val_loss: 0.0873\n",
   1392       "Epoch 18/100\n",
   1393       "54000/54000 [==============================] - 2s 45us/step - loss: 0.0870 - val_loss: 0.0873\n",
   1394       "10000/10000 [==============================] - 0s 14us/step\n"
   1395      ]
   1396     }
   1397    ],
   1398    "source": [
   1399     "path = 'models/fashion_mnist.autencoder_l1.32.weights.hdf5'\n",
   1400     "autoencoder_l1, mse = train_autoencoder(path, autoencoder_l1)"
   1401    ]
   1402   },
   1403   {
   1404    "cell_type": "markdown",
   1405    "metadata": {},
   1406    "source": [
   1407     "### Evaluate Model"
   1408    ]
   1409   },
   1410   {
   1411    "cell_type": "markdown",
   1412    "metadata": {},
   1413    "source": [
   1414     "The input and decoding layers remain unchanged. In this example, with a compression of factor 24.5, regularization negatively affects performance with a test RMSE of 0.2946."
   1415    ]
   1416   },
   1417   {
   1418    "cell_type": "code",
   1419    "execution_count": 50,
   1420    "metadata": {},
   1421    "outputs": [
   1422     {
   1423      "data": {
   1424       "text/plain": [
   1425        "'MSE: 0.0866 | RMSE 0.2944'"
   1426       ]
   1427      },
   1428      "execution_count": 50,
   1429      "metadata": {},
   1430      "output_type": "execute_result"
   1431     }
   1432    ],
   1433    "source": [
   1434     "f'MSE: {mse:.4f} | RMSE {mse**.5:.4f}'"
   1435    ]
   1436   },
   1437   {
   1438    "cell_type": "code",
   1439    "execution_count": 52,
   1440    "metadata": {},
   1441    "outputs": [],
   1442    "source": [
   1443     "encoded_test_img = encoder_l1.predict(X_test_scaled)"
   1444    ]
   1445   },
   1446   {
   1447    "cell_type": "code",
   1448    "execution_count": 54,
   1449    "metadata": {},
   1450    "outputs": [
   1451     {
   1452      "data": {
   1453       "image/png": 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\n",
   1454       "text/plain": [
   1455        "<Figure size 1440x288 with 20 Axes>"
   1456       ]
   1457      },
   1458      "metadata": {},
   1459      "output_type": "display_data"
   1460     }
   1461    ],
   1462    "source": [
   1463     "fig, axes = plt.subplots(ncols=n_classes, nrows=2, figsize=(20, 4))\n",
   1464     "for i in range(n_classes):\n",
   1465     "    \n",
   1466     "    axes[0, i].imshow(X_test_scaled[i].reshape(image_size, image_size), cmap='gray')\n",
   1467     "    axes[0, i].axis('off')\n",
   1468     "\n",
   1469     "    axes[1, i].imshow(decoded_test_img[i].reshape(28, 28) , cmap='gray')\n",
   1470     "    axes[1, i].axis('off')"
   1471    ]
   1472   },
   1473   {
   1474    "cell_type": "markdown",
   1475    "metadata": {},
   1476    "source": [
   1477     "##  Deep Autoencoder"
   1478    ]
   1479   },
   1480   {
   1481    "cell_type": "markdown",
   1482    "metadata": {},
   1483    "source": [
   1484     "To illustrate the benefit of adding depth to the autoencoder, we build a three-layer feedforward model that successively compresses the input from 784 to 128, 64, and 34 units, respectively:"
   1485    ]
   1486   },
   1487   {
   1488    "cell_type": "markdown",
   1489    "metadata": {},
   1490    "source": [
   1491     "### Define three-layer architecture"
   1492    ]
   1493   },
   1494   {
   1495    "cell_type": "code",
   1496    "execution_count": 55,
   1497    "metadata": {},
   1498    "outputs": [],
   1499    "source": [
   1500     "input_ = Input(shape=(input_size,))\n",
   1501     "x = Dense(128, activation='relu', name='Encoding1')(input_)\n",
   1502     "x = Dense(64, activation='relu', name='Encoding2')(x)\n",
   1503     "encoding_deep = Dense(32, activation='relu', name='Encoding3')(x)\n",
   1504     "\n",
   1505     "x = Dense(64, activation='relu', name='Decoding1')(encoding_deep)\n",
   1506     "x = Dense(128, activation='relu', name='Decoding2')(x)\n",
   1507     "decoding_deep = Dense(input_size, activation='sigmoid', name='Decoding3')(x)"
   1508    ]
   1509   },
   1510   {
   1511    "cell_type": "code",
   1512    "execution_count": 56,
   1513    "metadata": {},
   1514    "outputs": [],
   1515    "source": [
   1516     "autoencoder_deep = Model(input_, decoding_deep)\n",
   1517     "autoencoder_deep.compile(optimizer='adam', loss='mse')"
   1518    ]
   1519   },
   1520   {
   1521    "cell_type": "markdown",
   1522    "metadata": {},
   1523    "source": [
   1524     "The resulting model has over 222,000 parameters, more than four times the capacity of the preceding single-layer model:"
   1525    ]
   1526   },
   1527   {
   1528    "cell_type": "code",
   1529    "execution_count": 57,
   1530    "metadata": {},
   1531    "outputs": [
   1532     {
   1533      "name": "stdout",
   1534      "output_type": "stream",
   1535      "text": [
   1536       "_________________________________________________________________\n",
   1537       "Layer (type)                 Output Shape              Param #   \n",
   1538       "=================================================================\n",
   1539       "input_1 (InputLayer)         (None, 784)               0         \n",
   1540       "_________________________________________________________________\n",
   1541       "Encoding1 (Dense)            (None, 128)               100480    \n",
   1542       "_________________________________________________________________\n",
   1543       "Encoding2 (Dense)            (None, 64)                8256      \n",
   1544       "_________________________________________________________________\n",
   1545       "Encoding3 (Dense)            (None, 32)                2080      \n",
   1546       "_________________________________________________________________\n",
   1547       "Decoding1 (Dense)            (None, 64)                2112      \n",
   1548       "_________________________________________________________________\n",
   1549       "Decoding2 (Dense)            (None, 128)               8320      \n",
   1550       "_________________________________________________________________\n",
   1551       "Decoding3 (Dense)            (None, 784)               101136    \n",
   1552       "=================================================================\n",
   1553       "Total params: 222,384\n",
   1554       "Trainable params: 222,384\n",
   1555       "Non-trainable params: 0\n",
   1556       "_________________________________________________________________\n"
   1557      ]
   1558     }
   1559    ],
   1560    "source": [
   1561     "autoencoder_deep.summary()"
   1562    ]
   1563   },
   1564   {
   1565    "cell_type": "markdown",
   1566    "metadata": {},
   1567    "source": [
   1568     "### Encoder & Decoder Models"
   1569    ]
   1570   },
   1571   {
   1572    "cell_type": "code",
   1573    "execution_count": 58,
   1574    "metadata": {},
   1575    "outputs": [],
   1576    "source": [
   1577     "encoder_deep = Model(inputs=input_, outputs=encoding_deep, name='Encoder')"
   1578    ]
   1579   },
   1580   {
   1581    "cell_type": "code",
   1582    "execution_count": 59,
   1583    "metadata": {},
   1584    "outputs": [],
   1585    "source": [
   1586     "encoded_input = Input(shape=(encoding_size,), name='Decoder_Input')\n",
   1587     "\n",
   1588     "x = autoencoder_deep.layers[-3](encoded_input)\n",
   1589     "x = autoencoder_deep.layers[-2](x)\n",
   1590     "decoded = autoencoder_deep.layers[-1](x)\n",
   1591     "\n",
   1592     "decoder_deep = Model(inputs=encoded_input, outputs=decoded)"
   1593    ]
   1594   },
   1595   {
   1596    "cell_type": "code",
   1597    "execution_count": 60,
   1598    "metadata": {},
   1599    "outputs": [
   1600     {
   1601      "name": "stdout",
   1602      "output_type": "stream",
   1603      "text": [
   1604       "_________________________________________________________________\n",
   1605       "Layer (type)                 Output Shape              Param #   \n",
   1606       "=================================================================\n",
   1607       "Decoder_Input (InputLayer)   (None, 32)                0         \n",
   1608       "_________________________________________________________________\n",
   1609       "Decoding1 (Dense)            (None, 64)                2112      \n",
   1610       "_________________________________________________________________\n",
   1611       "Decoding2 (Dense)            (None, 128)               8320      \n",
   1612       "_________________________________________________________________\n",
   1613       "Decoding3 (Dense)            (None, 784)               101136    \n",
   1614       "=================================================================\n",
   1615       "Total params: 111,568\n",
   1616       "Trainable params: 111,568\n",
   1617       "Non-trainable params: 0\n",
   1618       "_________________________________________________________________\n"
   1619      ]
   1620     }
   1621    ],
   1622    "source": [
   1623     "decoder_deep.summary()"
   1624    ]
   1625   },
   1626   {
   1627    "cell_type": "markdown",
   1628    "metadata": {},
   1629    "source": [
   1630     "### Train Model"
   1631    ]
   1632   },
   1633   {
   1634    "cell_type": "code",
   1635    "execution_count": 61,
   1636    "metadata": {},
   1637    "outputs": [],
   1638    "source": [
   1639     "path = 'models/fashion_mnist.autencoder_deep.32.weights.hdf5'"
   1640    ]
   1641   },
   1642   {
   1643    "cell_type": "code",
   1644    "execution_count": 62,
   1645    "metadata": {
   1646     "scrolled": false
   1647    },
   1648    "outputs": [
   1649     {
   1650      "name": "stdout",
   1651      "output_type": "stream",
   1652      "text": [
   1653       "Train on 54000 samples, validate on 6000 samples\n",
   1654       "Epoch 1/100\n",
   1655       "54000/54000 [==============================] - 6s 110us/step - loss: 0.0271 - val_loss: 0.0187\n",
   1656       "Epoch 2/100\n",
   1657       "54000/54000 [==============================] - 5s 100us/step - loss: 0.0172 - val_loss: 0.0161\n",
   1658       "Epoch 3/100\n",
   1659       "54000/54000 [==============================] - 5s 102us/step - loss: 0.0153 - val_loss: 0.0150\n",
   1660       "Epoch 4/100\n",
   1661       "54000/54000 [==============================] - 5s 101us/step - loss: 0.0142 - val_loss: 0.0140\n",
   1662       "Epoch 5/100\n",
   1663       "54000/54000 [==============================] - 5s 101us/step - loss: 0.0135 - val_loss: 0.0136\n",
   1664       "Epoch 6/100\n",
   1665       "54000/54000 [==============================] - 6s 102us/step - loss: 0.0131 - val_loss: 0.0130\n",
   1666       "Epoch 7/100\n",
   1667       "54000/54000 [==============================] - 5s 102us/step - loss: 0.0128 - val_loss: 0.0129\n",
   1668       "Epoch 8/100\n",
   1669       "54000/54000 [==============================] - 5s 98us/step - loss: 0.0125 - val_loss: 0.0126\n",
   1670       "Epoch 9/100\n",
   1671       "54000/54000 [==============================] - 5s 92us/step - loss: 0.0123 - val_loss: 0.0125\n",
   1672       "Epoch 10/100\n",
   1673       "54000/54000 [==============================] - 5s 93us/step - loss: 0.0122 - val_loss: 0.0123\n",
   1674       "Epoch 11/100\n",
   1675       "54000/54000 [==============================] - 5s 95us/step - loss: 0.0120 - val_loss: 0.0121\n",
   1676       "Epoch 12/100\n",
   1677       "54000/54000 [==============================] - 6s 103us/step - loss: 0.0119 - val_loss: 0.0123\n",
   1678       "Epoch 13/100\n",
   1679       "54000/54000 [==============================] - 5s 100us/step - loss: 0.0118 - val_loss: 0.0118\n",
   1680       "Epoch 14/100\n",
   1681       "54000/54000 [==============================] - 6s 106us/step - loss: 0.0117 - val_loss: 0.0120\n",
   1682       "Epoch 15/100\n",
   1683       "54000/54000 [==============================] - 5s 101us/step - loss: 0.0116 - val_loss: 0.0119\n",
   1684       "Epoch 16/100\n",
   1685       "54000/54000 [==============================] - 6s 102us/step - loss: 0.0115 - val_loss: 0.0118\n",
   1686       "Epoch 17/100\n",
   1687       "54000/54000 [==============================] - 6s 103us/step - loss: 0.0114 - val_loss: 0.0117\n",
   1688       "Epoch 18/100\n",
   1689       "54000/54000 [==============================] - 5s 101us/step - loss: 0.0114 - val_loss: 0.0117\n",
   1690       "Epoch 19/100\n",
   1691       "54000/54000 [==============================] - 5s 101us/step - loss: 0.0113 - val_loss: 0.0115\n",
   1692       "Epoch 20/100\n",
   1693       "54000/54000 [==============================] - 5s 101us/step - loss: 0.0112 - val_loss: 0.0114\n",
   1694       "Epoch 21/100\n",
   1695       "54000/54000 [==============================] - 5s 101us/step - loss: 0.0111 - val_loss: 0.0113\n",
   1696       "Epoch 22/100\n",
   1697       "54000/54000 [==============================] - 6s 103us/step - loss: 0.0111 - val_loss: 0.0113\n",
   1698       "Epoch 23/100\n",
   1699       "54000/54000 [==============================] - 6s 102us/step - loss: 0.0110 - val_loss: 0.0113\n",
   1700       "Epoch 24/100\n",
   1701       "54000/54000 [==============================] - 6s 102us/step - loss: 0.0110 - val_loss: 0.0112\n",
   1702       "Epoch 25/100\n",
   1703       "54000/54000 [==============================] - 6s 103us/step - loss: 0.0109 - val_loss: 0.0113\n",
   1704       "Epoch 26/100\n",
   1705       "54000/54000 [==============================] - 6s 103us/step - loss: 0.0109 - val_loss: 0.0111\n",
   1706       "Epoch 27/100\n",
   1707       "54000/54000 [==============================] - 6s 103us/step - loss: 0.0108 - val_loss: 0.0110\n",
   1708       "Epoch 28/100\n",
   1709       "54000/54000 [==============================] - 6s 105us/step - loss: 0.0108 - val_loss: 0.0111\n",
   1710       "Epoch 29/100\n",
   1711       "54000/54000 [==============================] - 5s 100us/step - loss: 0.0108 - val_loss: 0.0112\n",
   1712       "Epoch 30/100\n",
   1713       "54000/54000 [==============================] - 6s 105us/step - loss: 0.0107 - val_loss: 0.0110\n",
   1714       "Epoch 31/100\n",
   1715       "54000/54000 [==============================] - 6s 103us/step - loss: 0.0107 - val_loss: 0.0109\n",
   1716       "Epoch 32/100\n",
   1717       "54000/54000 [==============================] - 6s 104us/step - loss: 0.0107 - val_loss: 0.0110\n",
   1718       "Epoch 33/100\n",
   1719       "54000/54000 [==============================] - 6s 103us/step - loss: 0.0107 - val_loss: 0.0109\n",
   1720       "Epoch 34/100\n",
   1721       "54000/54000 [==============================] - 6s 105us/step - loss: 0.0106 - val_loss: 0.0108\n",
   1722       "Epoch 35/100\n",
   1723       "54000/54000 [==============================] - 6s 104us/step - loss: 0.0106 - val_loss: 0.0109\n",
   1724       "Epoch 36/100\n",
   1725       "54000/54000 [==============================] - 6s 105us/step - loss: 0.0106 - val_loss: 0.0108\n",
   1726       "Epoch 37/100\n",
   1727       "54000/54000 [==============================] - 6s 108us/step - loss: 0.0105 - val_loss: 0.0109\n",
   1728       "Epoch 38/100\n",
   1729       "54000/54000 [==============================] - 6s 108us/step - loss: 0.0105 - val_loss: 0.0110\n",
   1730       "Epoch 39/100\n",
   1731       "54000/54000 [==============================] - 6s 109us/step - loss: 0.0105 - val_loss: 0.0107\n",
   1732       "Epoch 40/100\n",
   1733       "54000/54000 [==============================] - 6s 116us/step - loss: 0.0105 - val_loss: 0.0108\n",
   1734       "Epoch 41/100\n",
   1735       "54000/54000 [==============================] - 6s 111us/step - loss: 0.0105 - val_loss: 0.0108\n",
   1736       "Epoch 42/100\n",
   1737       "54000/54000 [==============================] - 6s 108us/step - loss: 0.0104 - val_loss: 0.0108\n",
   1738       "Epoch 43/100\n",
   1739       "54000/54000 [==============================] - 6s 111us/step - loss: 0.0104 - val_loss: 0.0107\n",
   1740       "Epoch 44/100\n",
   1741       "54000/54000 [==============================] - 6s 104us/step - loss: 0.0104 - val_loss: 0.0107\n",
   1742       "Epoch 45/100\n",
   1743       "54000/54000 [==============================] - 6s 106us/step - loss: 0.0104 - val_loss: 0.0108\n",
   1744       "Epoch 46/100\n",
   1745       "54000/54000 [==============================] - 6s 107us/step - loss: 0.0104 - val_loss: 0.0106\n",
   1746       "Epoch 47/100\n",
   1747       "54000/54000 [==============================] - 6s 102us/step - loss: 0.0104 - val_loss: 0.0107\n",
   1748       "Epoch 48/100\n",
   1749       "54000/54000 [==============================] - 6s 103us/step - loss: 0.0104 - val_loss: 0.0108\n",
   1750       "Epoch 49/100\n",
   1751       "54000/54000 [==============================] - 6s 104us/step - loss: 0.0103 - val_loss: 0.0106\n",
   1752       "Epoch 50/100\n",
   1753       "54000/54000 [==============================] - 6s 106us/step - loss: 0.0103 - val_loss: 0.0109\n",
   1754       "Epoch 51/100\n",
   1755       "54000/54000 [==============================] - 6s 102us/step - loss: 0.0103 - val_loss: 0.0107\n",
   1756       "Epoch 52/100\n",
   1757       "54000/54000 [==============================] - 6s 105us/step - loss: 0.0103 - val_loss: 0.0108\n",
   1758       "Epoch 53/100\n",
   1759       "54000/54000 [==============================] - 5s 95us/step - loss: 0.0103 - val_loss: 0.0107\n",
   1760       "Epoch 54/100\n",
   1761       "54000/54000 [==============================] - 5s 94us/step - loss: 0.0103 - val_loss: 0.0108\n",
   1762       "10000/10000 [==============================] - 0s 22us/step\n"
   1763      ]
   1764     }
   1765    ],
   1766    "source": [
   1767     "autoencoder_deep, mse = train_autoencoder(path, autoencoder_deep)"
   1768    ]
   1769   },
   1770   {
   1771    "cell_type": "code",
   1772    "execution_count": 63,
   1773    "metadata": {},
   1774    "outputs": [],
   1775    "source": [
   1776     "autoencoder_deep.load_weights(path)"
   1777    ]
   1778   },
   1779   {
   1780    "cell_type": "markdown",
   1781    "metadata": {},
   1782    "source": [
   1783     "### Evaluate Model"
   1784    ]
   1785   },
   1786   {
   1787    "cell_type": "markdown",
   1788    "metadata": {},
   1789    "source": [
   1790     "Training stops after 54 epochs and results in a ~10% reduction of the test RMSE to 0.1026. Due to the low resolution, it is difficult to visually note the better reconstruction."
   1791    ]
   1792   },
   1793   {
   1794    "cell_type": "code",
   1795    "execution_count": 64,
   1796    "metadata": {},
   1797    "outputs": [
   1798     {
   1799      "data": {
   1800       "text/plain": [
   1801        "'MSE: 0.0105 | RMSE 0.1026'"
   1802       ]
   1803      },
   1804      "execution_count": 64,
   1805      "metadata": {},
   1806      "output_type": "execute_result"
   1807     }
   1808    ],
   1809    "source": [
   1810     "f'MSE: {mse:.4f} | RMSE {mse**.5:.4f}'"
   1811    ]
   1812   },
   1813   {
   1814    "cell_type": "code",
   1815    "execution_count": 65,
   1816    "metadata": {
   1817     "scrolled": true
   1818    },
   1819    "outputs": [
   1820     {
   1821      "data": {
   1822       "text/plain": [
   1823        "(10000, 784)"
   1824       ]
   1825      },
   1826      "execution_count": 65,
   1827      "metadata": {},
   1828      "output_type": "execute_result"
   1829     }
   1830    ],
   1831    "source": [
   1832     "reconstructed_images = autoencoder_deep.predict(X_test_scaled)\n",
   1833     "reconstructed_images.shape"
   1834    ]
   1835   },
   1836   {
   1837    "cell_type": "code",
   1838    "execution_count": 66,
   1839    "metadata": {},
   1840    "outputs": [
   1841     {
   1842      "data": {
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   1844       "text/plain": [
   1845        "<Figure size 1440x288 with 20 Axes>"
   1846       ]
   1847      },
   1848      "metadata": {},
   1849      "output_type": "display_data"
   1850     }
   1851    ],
   1852    "source": [
   1853     "fig, axes = plt.subplots(ncols=n_classes, nrows=2, figsize=(20, 4))\n",
   1854     "for i in range(n_classes):\n",
   1855     "    \n",
   1856     "    axes[0, i].imshow(X_test_scaled[i].reshape(image_size, image_size), cmap='gray')\n",
   1857     "    axes[0, i].axis('off')\n",
   1858     "\n",
   1859     "    axes[1, i].imshow(reconstructed_images[i].reshape(image_size, image_size) , cmap='gray')\n",
   1860     "    axes[1, i].axis('off')"
   1861    ]
   1862   },
   1863   {
   1864    "cell_type": "markdown",
   1865    "metadata": {
   1866     "slideshow": {
   1867      "slide_type": "subslide"
   1868     }
   1869    },
   1870    "source": [
   1871     "### Compute t-SNE Embedding"
   1872    ]
   1873   },
   1874   {
   1875    "cell_type": "markdown",
   1876    "metadata": {},
   1877    "source": [
   1878     "We can use the t-distributed Stochastic Neighbor Embedding (t-SNE) manifold learning technique, see Chapter 12, Unsupervised Learning, to visualize and assess the quality of the encoding learned by the autoencoder's hidden layer.\n",
   1879     "\n",
   1880     "If the encoding is successful in capturing the salient features of the data, the compressed representation of the data should still reveal a structure aligned with the 10 classes that differentiate the observations.\n",
   1881     "\n",
   1882     "We use the output of the deep encoder we just trained to obtain the 32-dimensional representation of the test set:"
   1883    ]
   1884   },
   1885   {
   1886    "cell_type": "markdown",
   1887    "metadata": {},
   1888    "source": [
   1889     "Since t-SNE can take a long time to run, we are providing pre-computed results"
   1890    ]
   1891   },
   1892   {
   1893    "cell_type": "code",
   1894    "execution_count": 22,
   1895    "metadata": {
   1896     "ExecuteTime": {
   1897      "end_time": "2018-04-05T12:22:03.650308Z",
   1898      "start_time": "2018-04-05T10:53:11.530884Z"
   1899     },
   1900     "slideshow": {
   1901      "slide_type": "fragment"
   1902     }
   1903    },
   1904    "outputs": [],
   1905    "source": [
   1906     "# alternatively, compute the result yourself\n",
   1907     "# tsne = TSNE(perplexity=25, n_iter=5000)\n",
   1908     "# train_embed = tsne.fit_transform(encoder_deep.predict(X_train_scaled))"
   1909    ]
   1910   },
   1911   {
   1912    "cell_type": "markdown",
   1913    "metadata": {},
   1914    "source": [
   1915     "#### Persist result"
   1916    ]
   1917   },
   1918   {
   1919    "cell_type": "code",
   1920    "execution_count": 28,
   1921    "metadata": {},
   1922    "outputs": [],
   1923    "source": [
   1924     "# store results given computational intensity (different location to avoid overwriting the pre-computed results)\n",
   1925     "# pd.DataFrame(train_embed).to_hdf('tsne.h5', 'autoencoder_deep')"
   1926    ]
   1927   },
   1928   {
   1929    "cell_type": "markdown",
   1930    "metadata": {},
   1931    "source": [
   1932     "#### Load pre-computed embeddings"
   1933    ]
   1934   },
   1935   {
   1936    "cell_type": "code",
   1937    "execution_count": 67,
   1938    "metadata": {},
   1939    "outputs": [],
   1940    "source": [
   1941     "# Load the pre-computed results here:\n",
   1942     "train_embed = pd.read_hdf('tsne.h5', 'autoencoder_deep')"
   1943    ]
   1944   },
   1945   {
   1946    "cell_type": "markdown",
   1947    "metadata": {
   1948     "slideshow": {
   1949      "slide_type": "subslide"
   1950     }
   1951    },
   1952    "source": [
   1953     "#### Visualize Embedding"
   1954    ]
   1955   },
   1956   {
   1957    "cell_type": "code",
   1958    "execution_count": 68,
   1959    "metadata": {
   1960     "ExecuteTime": {
   1961      "end_time": "2018-04-05T12:22:03.653834Z",
   1962      "start_time": "2018-04-05T10:38:05.444Z"
   1963     },
   1964     "slideshow": {
   1965      "slide_type": "fragment"
   1966     }
   1967    },
   1968    "outputs": [],
   1969    "source": [
   1970     "def plot_embedding(X, y=y_train, title=None, min_dist=0.1, n_classes=10, cmap=cmap):\n",
   1971     "    X = minmax_scale(X)\n",
   1972     "    inner = outer = 0\n",
   1973     "    for c in range(n_classes):\n",
   1974     "        inner += np.mean(pdist(X[y == c]))\n",
   1975     "        outer += np.mean(cdist(X[y == c], X[y != c]))\n",
   1976     "    fig, ax = plt.subplots(figsize=(14, 10))\n",
   1977     "    ax.axis('off')\n",
   1978     "    ax.set_title(title + ' | Distance: {:.2%}'.format(inner/outer))\n",
   1979     "    sc = ax.scatter(*X.T, c=y, cmap=ListedColormap(cmap), s=5);\n",
   1980     "    shown_images = np.ones((1, 2))\n",
   1981     "    images = X_train.reshape(-1, 28, 28)\n",
   1982     "    for i in range(0, X.shape[0]):\n",
   1983     "        dist = norm(X[i] - shown_images, axis=1)\n",
   1984     "        if (dist > min_dist).all():\n",
   1985     "            shown_images = np.r_[shown_images, [X[i]]]\n",
   1986     "            imagebox = AnnotationBbox(OffsetImage(images[i], cmap=plt.cm.gray_r), X[i])\n",
   1987     "            ax.add_artist(imagebox)\n",
   1988     "    divider = make_axes_locatable(ax)\n",
   1989     "    cax = divider.append_axes(\"right\", size=\"2%\", pad=0.05)\n",
   1990     "    plt.colorbar(sc, cax=cax)\n",
   1991     "    fig.tight_layout()\n",
   1992     "    fig.savefig('figures/tsne_autoencoder_deep', dpi=300)"
   1993    ]
   1994   },
   1995   {
   1996    "cell_type": "markdown",
   1997    "metadata": {},
   1998    "source": [
   1999     "The following figure shows that t-SNE manages to separate the 10 classes well, suggesting that the encoding is useful as a lower-dimensional representation that preserves key characteristics of the data:"
   2000    ]
   2001   },
   2002   {
   2003    "cell_type": "code",
   2004    "execution_count": 69,
   2005    "metadata": {
   2006     "ExecuteTime": {
   2007      "end_time": "2018-04-05T12:22:03.656402Z",
   2008      "start_time": "2018-04-05T10:38:05.448Z"
   2009     },
   2010     "slideshow": {
   2011      "slide_type": "subslide"
   2012     }
   2013    },
   2014    "outputs": [
   2015     {
   2016      "name": "stderr",
   2017      "output_type": "stream",
   2018      "text": [
   2019       "/home/stefan/.pyenv/versions/miniconda3-latest/envs/ml4t/lib/python3.6/site-packages/ipykernel_launcher.py:2: DataConversionWarning: Data with input dtype float32 were all converted to float64.\n",
   2020       "  \n"
   2021      ]
   2022     },
   2023     {
   2024      "data": {
   2025       "image/png": 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\n",
   2026       "text/plain": [
   2027        "<Figure size 1008x720 with 2 Axes>"
   2028       ]
   2029      },
   2030      "metadata": {},
   2031      "output_type": "display_data"
   2032     }
   2033    ],
   2034    "source": [
   2035     "plot_embedding(X=train_embed, title='t-SNE & Deep Autoencoder')"
   2036    ]
   2037   }
   2038  ],
   2039  "metadata": {
   2040   "celltoolbar": "Slideshow",
   2041   "hide_input": false,
   2042   "kernelspec": {
   2043    "display_name": "Python 3",
   2044    "language": "python",
   2045    "name": "python3"
   2046   },
   2047   "language_info": {
   2048    "codemirror_mode": {
   2049     "name": "ipython",
   2050     "version": 3
   2051    },
   2052    "file_extension": ".py",
   2053    "mimetype": "text/x-python",
   2054    "name": "python",
   2055    "nbconvert_exporter": "python",
   2056    "pygments_lexer": "ipython3",
   2057    "version": "3.6.8"
   2058   },
   2059   "toc": {
   2060    "base_numbering": 1,
   2061    "nav_menu": {},
   2062    "number_sections": true,
   2063    "sideBar": true,
   2064    "skip_h1_title": true,
   2065    "title_cell": "Table of Contents",
   2066    "title_sidebar": "Contents",
   2067    "toc_cell": false,
   2068    "toc_position": {
   2069     "height": "calc(100% - 180px)",
   2070     "left": "10px",
   2071     "top": "150px",
   2072     "width": "282.205px"
   2073    },
   2074    "toc_section_display": "block",
   2075    "toc_window_display": true
   2076   }
   2077  },
   2078  "nbformat": 4,
   2079  "nbformat_minor": 1
   2080 }