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@SilvaEmerson
Last active March 19, 2018 01:28
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{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"import pandas as pd\n",
"import matplotlib.pyplot as plt\n",
"import seaborn as sns"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>Class</th>\n",
" <th>2</th>\n",
" <th>3</th>\n",
" <th>4</th>\n",
" <th>5</th>\n",
" <th>6</th>\n",
" <th>7</th>\n",
" <th>8</th>\n",
" <th>9</th>\n",
" <th>10</th>\n",
" <th>11</th>\n",
" <th>12</th>\n",
" <th>13</th>\n",
" <th>14</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>1.0</td>\n",
" <td>13.20</td>\n",
" <td>1.78</td>\n",
" <td>2.14</td>\n",
" <td>11.2</td>\n",
" <td>100.0</td>\n",
" <td>2.65</td>\n",
" <td>2.76</td>\n",
" <td>0.26</td>\n",
" <td>1.28</td>\n",
" <td>4.38</td>\n",
" <td>1.05</td>\n",
" <td>3.40</td>\n",
" <td>1050.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>1.0</td>\n",
" <td>13.16</td>\n",
" <td>2.36</td>\n",
" <td>2.67</td>\n",
" <td>18.6</td>\n",
" <td>101.0</td>\n",
" <td>2.80</td>\n",
" <td>3.24</td>\n",
" <td>0.30</td>\n",
" <td>2.81</td>\n",
" <td>5.68</td>\n",
" <td>1.03</td>\n",
" <td>3.17</td>\n",
" <td>1185.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>1.0</td>\n",
" <td>14.37</td>\n",
" <td>1.95</td>\n",
" <td>2.50</td>\n",
" <td>16.8</td>\n",
" <td>113.0</td>\n",
" <td>3.85</td>\n",
" <td>3.49</td>\n",
" <td>0.24</td>\n",
" <td>2.18</td>\n",
" <td>7.80</td>\n",
" <td>0.86</td>\n",
" <td>3.45</td>\n",
" <td>1480.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>1.0</td>\n",
" <td>13.24</td>\n",
" <td>2.59</td>\n",
" <td>2.87</td>\n",
" <td>21.0</td>\n",
" <td>118.0</td>\n",
" <td>2.80</td>\n",
" <td>2.69</td>\n",
" <td>0.39</td>\n",
" <td>1.82</td>\n",
" <td>4.32</td>\n",
" <td>1.04</td>\n",
" <td>2.93</td>\n",
" <td>735.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>1.0</td>\n",
" <td>14.20</td>\n",
" <td>1.76</td>\n",
" <td>2.45</td>\n",
" <td>15.2</td>\n",
" <td>112.0</td>\n",
" <td>3.27</td>\n",
" <td>3.39</td>\n",
" <td>0.34</td>\n",
" <td>1.97</td>\n",
" <td>6.75</td>\n",
" <td>1.05</td>\n",
" <td>2.85</td>\n",
" <td>1450.0</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" Class 2 3 4 5 6 7 8 9 10 11 12 \\\n",
"0 1.0 13.20 1.78 2.14 11.2 100.0 2.65 2.76 0.26 1.28 4.38 1.05 \n",
"1 1.0 13.16 2.36 2.67 18.6 101.0 2.80 3.24 0.30 2.81 5.68 1.03 \n",
"2 1.0 14.37 1.95 2.50 16.8 113.0 3.85 3.49 0.24 2.18 7.80 0.86 \n",
"3 1.0 13.24 2.59 2.87 21.0 118.0 2.80 2.69 0.39 1.82 4.32 1.04 \n",
"4 1.0 14.20 1.76 2.45 15.2 112.0 3.27 3.39 0.34 1.97 6.75 1.05 \n",
"\n",
" 13 14 \n",
"0 3.40 1050.0 \n",
"1 3.17 1185.0 \n",
"2 3.45 1480.0 \n",
"3 2.93 735.0 \n",
"4 2.85 1450.0 "
]
},
"execution_count": 2,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"'''\n",
"1) Alcohol \n",
"2) Malic acid \n",
"3) Ash \n",
"4) Alcalinity of ash \n",
"5) Magnesium \n",
"6) Total phenols \n",
"7) Flavanoids \n",
"8) Nonflavanoid phenols \n",
"9) Proanthocyanins \n",
"10)Color intensity \n",
"11)Hue \n",
"12)OD280/OD315 of diluted wines \n",
"13)Proline\n",
"'''\n",
"\n",
"columns = [i for i in range(1,15)]\n",
"columns[0] = 'Class'\n",
"df = pd.read_csv('wine.data.txt')\n",
"df = pd.DataFrame(df.values.tolist(), columns=columns)\n",
"df.head()"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"array([1., 2., 3.])"
]
},
"execution_count": 3,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df.Class.unique()"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x7f3bb089dbe0>"
]
},
"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f3bb29debe0>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.figure(figsize=(10, 10))\n",
"sns.heatmap(df.iloc[:, 1:].corr(), annot=True)"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [],
"source": [
"selected_columns = [3, 2, 4, 2, 13, 2, 4, 13, 6, 13, 6, 12]"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [],
"source": [
"selected_columns = set(selected_columns)"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [],
"source": [
"selected_columns.add('Class')"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"{12, 13, 2, 3, 4, 6, 'Class'}"
]
},
"execution_count": 14,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"selected_columns"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<seaborn.axisgrid.PairGrid at 0x7f3baf1e0ef0>"
]
},
"execution_count": 17,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f3baf1e0d30>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sns.pairplot(df[list(selected_columns)], hue='Class')"
]
},
{
"cell_type": "code",
"execution_count": 21,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x7f3bb3aa79b0>"
]
},
"execution_count": 21,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f3bb0d91588>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.figure(figsize=(10, 10))\n",
"sns.boxplot(data=df)"
]
},
{
"cell_type": "code",
"execution_count": 29,
"metadata": {},
"outputs": [],
"source": [
"df = df.astype('float32')"
]
},
{
"cell_type": "code",
"execution_count": 30,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Class float32\n",
"2 float32\n",
"3 float32\n",
"4 float32\n",
"5 float32\n",
"6 float32\n",
"7 float32\n",
"8 float32\n",
"9 float32\n",
"10 float32\n",
"11 float32\n",
"12 float32\n",
"13 float32\n",
"14 float32\n",
"dtype: object"
]
},
"execution_count": 30,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df.dtypes"
]
},
{
"cell_type": "code",
"execution_count": 115,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"141\n",
"36\n"
]
}
],
"source": [
"def split_data(data, percent=0.8):\n",
" index = int(percent * len(data))\n",
" return data[:index], data[index:]\n",
"\n",
"labels = df.iloc[:, 0].values\n",
"features = df[list(selected_columns)].values\n",
"\n",
"X_train, X_test = split_data(features)\n",
"Y_train, Y_test = split_data(labels)\n",
"\n",
"print(len(X_train))\n",
"print(len(X_test))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Building model"
]
},
{
"cell_type": "code",
"execution_count": 100,
"metadata": {},
"outputs": [],
"source": [
"import tensorflow as tf"
]
},
{
"cell_type": "code",
"execution_count": 119,
"metadata": {},
"outputs": [],
"source": [
"Y_train, Y_test = tf.keras.utils.to_categorical(Y_train, num_classes=4), tf.keras.utils.to_categorical(Y_test, num_classes=4) "
]
},
{
"cell_type": "code",
"execution_count": 182,
"metadata": {
"scrolled": false
},
"outputs": [],
"source": [
"features_num = len(X_train[0])\n",
"l1 = 50\n",
"l2 = len(Y_train[0])\n",
"\n",
"X = tf.placeholder(shape=[None, features_num], dtype=tf.float32)\n",
"labels = tf.placeholder(shape=[None, l2], dtype=tf.float32)\n",
"\n",
"with tf.name_scope(\"Hidden_Layer\") as scope:\n",
" W1 = tf.Variable(tf.truncated_normal([features_num, l1], stddev=0.2), name=\"W1\")\n",
" B1 = tf.Variable(tf.zeros([l1]), name=\"B1\")\n",
" l1_activation = tf.nn.leaky_relu(tf.matmul(X, W1) + B1, name=\"l1_activation\")\n",
"\n",
"with tf.name_scope(\"Final_Layer\") as scope:\n",
" W2 = tf.Variable(tf.truncated_normal([l1, l2], stddev=0.2), name=\"W2\")\n",
" B2 = tf.Variable(tf.zeros([l2]), name=\"B2\")\n",
" final_result = tf.nn.softmax(tf.matmul(l1_activation, W2) + B2, name=\"result\")\n",
"\n",
"loss_func = -tf.reduce_sum(labels * tf.log(final_result))\n",
"is_correct = tf.equal(tf.argmax(final_result, 1), tf.argmax(labels, 1))\n",
"accuracy = tf.reduce_mean(tf.cast(is_correct, tf.float32))\n",
"\n",
"optimizer = tf.train.AdamOptimizer(learning_rate=0.01).minimize(loss_func)"
]
},
{
"cell_type": "code",
"execution_count": 183,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Epoch 0\n",
"Train\n",
"2038.4908 0.08510638\n",
"test\n",
"2.181579 1.0\n",
"\n",
"Epoch 10\n",
"Train\n",
"708.019 0.5035461\n",
"test\n",
"938.4265 0.0\n",
"\n",
"Epoch 20\n",
"Train\n",
"345.4522 0.08510638\n",
"test\n",
"4.2265396 1.0\n",
"\n",
"Epoch 30\n",
"Train\n",
"210.74384 0.4326241\n",
"test\n",
"346.38626 0.0\n",
"\n",
"Epoch 40\n",
"Train\n",
"114.995224 0.58156025\n",
"test\n",
"134.8532 0.0\n",
"\n",
"Epoch 50\n",
"Train\n",
"91.59448 0.8794326\n",
"test\n",
"32.518406 0.4722222\n",
"\n",
"Epoch 60\n",
"Train\n",
"83.00749 0.8794326\n",
"test\n",
"29.128826 0.5833333\n",
"\n",
"Epoch 70\n",
"Train\n",
"71.37947 0.92907804\n",
"test\n",
"35.453445 0.2777778\n",
"\n",
"Epoch 80\n",
"Train\n",
"64.38825 0.92907804\n",
"test\n",
"40.444588 0.16666667\n",
"\n",
"Epoch 90\n",
"Train\n",
"58.6632 0.92907804\n",
"test\n",
"41.36515 0.1388889\n",
"\n",
"Epoch 100\n",
"Train\n",
"53.245087 0.92907804\n",
"test\n",
"37.595997 0.19444445\n",
"\n",
"Epoch 110\n",
"Train\n",
"47.792564 0.92907804\n",
"test\n",
"30.659866 0.44444445\n",
"\n",
"Epoch 120\n",
"Train\n",
"42.47266 0.9361702\n",
"test\n",
"25.499052 0.5833333\n",
"\n",
"Epoch 130\n",
"Train\n",
"37.182907 0.9432624\n",
"test\n",
"23.534103 0.6388889\n",
"\n",
"Epoch 140\n",
"Train\n",
"32.10249 0.9574468\n",
"test\n",
"19.590649 0.6944444\n",
"\n",
"Epoch 150\n",
"Train\n",
"27.401615 0.964539\n",
"test\n",
"16.476744 0.8333333\n",
"\n",
"Epoch 160\n",
"Train\n",
"23.214838 0.9716312\n",
"test\n",
"13.703457 0.9166667\n",
"\n",
"Epoch 170\n",
"Train\n",
"19.602852 0.9858156\n",
"test\n",
"11.130995 0.9444444\n",
"\n",
"Epoch 180\n",
"Train\n",
"16.566631 0.9858156\n",
"test\n",
"9.051904 0.9722222\n",
"\n",
"Epoch 190\n",
"Train\n",
"14.059757 0.9929078\n",
"test\n",
"7.363877 1.0\n",
"\n",
"Epoch 200\n",
"Train\n",
"12.012209 0.9929078\n",
"test\n",
"6.09347 1.0\n",
"\n",
"Epoch 210\n",
"Train\n",
"10.344187 0.9929078\n",
"test\n",
"5.0533943 1.0\n",
"\n",
"Epoch 220\n",
"Train\n",
"8.980791 1.0\n",
"test\n",
"4.227808 1.0\n",
"\n",
"Epoch 230\n",
"Train\n",
"7.8588634 1.0\n",
"test\n",
"3.6245303 1.0\n",
"\n",
"Epoch 240\n",
"Train\n",
"6.928073 1.0\n",
"test\n",
"3.116902 1.0\n",
"\n",
"Epoch 250\n",
"Train\n",
"6.14929 1.0\n",
"test\n",
"2.7141037 1.0\n",
"\n",
"Epoch 260\n",
"Train\n",
"5.4920273 1.0\n",
"test\n",
"2.3951206 1.0\n",
"\n",
"Epoch 270\n",
"Train\n",
"4.932793 1.0\n",
"test\n",
"2.125655 1.0\n",
"\n",
"Epoch 280\n",
"Train\n",
"4.453313 1.0\n",
"test\n",
"1.9003878 1.0\n",
"\n",
"Epoch 290\n",
"Train\n",
"4.03934 1.0\n",
"test\n",
"1.7109774 1.0\n",
"\n",
"Epoch 300\n",
"Train\n",
"3.6796346 1.0\n",
"test\n",
"1.5479503 1.0\n",
"\n",
"Epoch 310\n",
"Train\n",
"3.3652725 1.0\n",
"test\n",
"1.4086862 1.0\n",
"\n",
"Epoch 320\n",
"Train\n",
"3.089057 1.0\n",
"test\n",
"1.2883874 1.0\n",
"\n",
"Epoch 330\n",
"Train\n",
"2.8451717 1.0\n",
"test\n",
"1.1835685 1.0\n",
"\n",
"Epoch 340\n",
"Train\n",
"2.6288695 1.0\n",
"test\n",
"1.0887654 1.0\n",
"\n",
"Epoch 350\n",
"Train\n",
"2.4363203 1.0\n",
"test\n",
"1.0096728 1.0\n",
"\n",
"Epoch 360\n",
"Train\n",
"2.2641044 1.0\n",
"test\n",
"0.9392768 1.0\n",
"\n",
"Epoch 370\n",
"Train\n",
"2.109478 1.0\n",
"test\n",
"0.8762644 1.0\n",
"\n",
"Epoch 380\n",
"Train\n",
"1.9701746 1.0\n",
"test\n",
"0.8174309 1.0\n",
"\n",
"Epoch 390\n",
"Train\n",
"1.8442574 1.0\n",
"test\n",
"0.7676491 1.0\n",
"\n",
"Epoch 400\n",
"Train\n",
"1.7300577 1.0\n",
"test\n",
"0.72287756 1.0\n",
"\n",
"Epoch 410\n",
"Train\n",
"1.6261802 1.0\n",
"test\n",
"0.6821942 1.0\n",
"\n",
"Epoch 420\n",
"Train\n",
"1.5314488 1.0\n",
"test\n",
"0.6422924 1.0\n",
"\n",
"Epoch 430\n",
"Train\n",
"1.4448788 1.0\n",
"test\n",
"0.60974324 1.0\n",
"\n",
"Epoch 440\n",
"Train\n",
"1.3655169 1.0\n",
"test\n",
"0.5798253 1.0\n",
"\n",
"Epoch 450\n",
"Train\n",
"1.292573 1.0\n",
"test\n",
"0.55200356 1.0\n",
"\n",
"Epoch 460\n",
"Train\n",
"1.2253731 1.0\n",
"test\n",
"0.5260447 1.0\n",
"\n",
"Epoch 470\n",
"Train\n",
"1.1633208 1.0\n",
"test\n",
"0.5018651 1.0\n",
"\n",
"Epoch 480\n",
"Train\n",
"1.1059101 1.0\n",
"test\n",
"0.47949123 1.0\n",
"\n",
"Epoch 490\n",
"Train\n",
"1.0526819 1.0\n",
"test\n",
"0.45877084 1.0\n",
"\n",
"Epoch 500\n",
"Train\n",
"1.0032399 1.0\n",
"test\n",
"0.43948898 1.0\n",
"\n",
"Epoch 510\n",
"Train\n",
"0.957234 1.0\n",
"test\n",
"0.42146158 1.0\n",
"\n",
"Epoch 520\n",
"Train\n",
"0.91435146 1.0\n",
"test\n",
"0.4046156 1.0\n",
"\n",
"Epoch 530\n",
"Train\n",
"0.8743231 1.0\n",
"test\n",
"0.38882205 1.0\n",
"\n",
"Epoch 540\n",
"Train\n",
"0.8369051 1.0\n",
"test\n",
"0.37352383 1.0\n",
"\n",
"Epoch 550\n",
"Train\n",
"0.80187464 1.0\n",
"test\n",
"0.3587784 1.0\n",
"\n",
"Epoch 560\n",
"Train\n",
"0.7690326 1.0\n",
"test\n",
"0.3465765 1.0\n",
"\n",
"Epoch 570\n",
"Train\n",
"0.7381922 1.0\n",
"test\n",
"0.33458048 1.0\n",
"\n",
"Epoch 580\n",
"Train\n",
"0.709206 1.0\n",
"test\n",
"0.32418048 1.0\n",
"\n",
"Epoch 590\n",
"Train\n",
"0.6819193 1.0\n",
"test\n",
"0.31355998 1.0\n",
"\n",
"Epoch 600\n",
"Train\n",
"0.65619326 1.0\n",
"test\n",
"0.30338216 1.0\n",
"\n",
"Epoch 610\n",
"Train\n",
"0.6319113 1.0\n",
"test\n",
"0.2937278 1.0\n",
"\n",
"Epoch 620\n",
"Train\n",
"0.6089643 1.0\n",
"test\n",
"0.28455943 1.0\n",
"\n",
"Epoch 630\n",
"Train\n",
"0.58725524 1.0\n",
"test\n",
"0.27584037 1.0\n",
"\n",
"Epoch 640\n",
"Train\n",
"0.56669676 1.0\n",
"test\n",
"0.2675531 1.0\n",
"\n",
"Epoch 650\n",
"Train\n",
"0.54721737 1.0\n",
"test\n",
"0.25933084 1.0\n",
"\n",
"Epoch 660\n",
"Train\n",
"0.5287378 1.0\n",
"test\n",
"0.25199613 1.0\n",
"\n",
"Epoch 670\n",
"Train\n",
"0.51118654 1.0\n",
"test\n",
"0.24486747 1.0\n",
"\n",
"Epoch 680\n",
"Train\n",
"0.4945011 1.0\n",
"test\n",
"0.23816228 1.0\n",
"\n",
"Epoch 690\n",
"Train\n",
"0.47862527 1.0\n",
"test\n",
"0.23170629 1.0\n",
"\n",
"Epoch 700\n",
"Train\n",
"0.46350756 1.0\n",
"test\n",
"0.22553125 1.0\n",
"\n",
"Epoch 710\n",
"Train\n",
"0.44909838 1.0\n",
"test\n",
"0.21963884 1.0\n",
"\n",
"Epoch 720\n",
"Train\n",
"0.4353549 1.0\n",
"test\n",
"0.21396461 1.0\n",
"\n",
"Epoch 730\n",
"Train\n",
"0.42223638 1.0\n",
"test\n",
"0.20854661 1.0\n",
"\n",
"Epoch 740\n",
"Train\n",
"0.40970486 1.0\n",
"test\n",
"0.20286502 1.0\n",
"\n",
"Epoch 750\n",
"Train\n",
"0.3977264 1.0\n",
"test\n",
"0.19773401 1.0\n",
"\n",
"Epoch 760\n",
"Train\n",
"0.3862683 1.0\n",
"test\n",
"0.19323733 1.0\n",
"\n",
"Epoch 770\n",
"Train\n",
"0.37530392 1.0\n",
"test\n",
"0.18908876 1.0\n",
"\n",
"Epoch 780\n",
"Train\n",
"0.36480248 1.0\n",
"test\n",
"0.18433017 1.0\n",
"\n",
"Epoch 790\n",
"Train\n",
"0.35474175 1.0\n",
"test\n",
"0.18008408 1.0\n",
"\n",
"Epoch 800\n",
"Train\n",
"0.34509224 1.0\n",
"test\n",
"0.17604768 1.0\n",
"\n",
"Epoch 810\n",
"Train\n",
"0.33583206 1.0\n",
"test\n",
"0.17215306 1.0\n",
"\n",
"Epoch 820\n",
"Train\n",
"0.32693943 1.0\n",
"test\n",
"0.16851243 1.0\n",
"\n",
"Epoch 830\n",
"Train\n",
"0.31839564 1.0\n",
"test\n",
"0.16476135 1.0\n",
"\n",
"Epoch 840\n",
"Train\n",
"0.31018317 1.0\n",
"test\n",
"0.16113335 1.0\n",
"\n",
"Epoch 850\n",
"Train\n",
"0.3022831 1.0\n",
"test\n",
"0.15794538 1.0\n",
"\n",
"Epoch 860\n",
"Train\n",
"0.29468197 1.0\n",
"test\n",
"0.15436889 1.0\n",
"\n",
"Epoch 870\n",
"Train\n",
"0.287363 1.0\n",
"test\n",
"0.15132569 1.0\n",
"\n",
"Epoch 880\n",
"Train\n",
"0.28031164 1.0\n",
"test\n",
"0.14834854 1.0\n",
"\n",
"Epoch 890\n",
"Train\n",
"0.27351677 1.0\n",
"test\n",
"0.14546424 1.0\n",
"\n",
"Epoch 900\n",
"Train\n",
"0.26696408 1.0\n",
"test\n",
"0.1426599 1.0\n",
"\n",
"Epoch 910\n",
"Train\n",
"0.26064402 1.0\n",
"test\n",
"0.13981722 1.0\n",
"\n",
"Epoch 920\n",
"Train\n",
"0.25454378 1.0\n",
"test\n",
"0.13704492 1.0\n",
"\n",
"Epoch 930\n",
"Train\n",
"0.24865392 1.0\n",
"test\n",
"0.13449557 1.0\n",
"\n",
"Epoch 940\n",
"Train\n",
"0.2429657 1.0\n",
"test\n",
"0.13205963 1.0\n",
"\n",
"Epoch 950\n",
"Train\n",
"0.23746745 1.0\n",
"test\n",
"0.12955149 1.0\n",
"\n",
"Epoch 960\n",
"Train\n",
"0.2321552 1.0\n",
"test\n",
"0.12685594 1.0\n",
"\n",
"Epoch 970\n",
"Train\n",
"0.22701813 1.0\n",
"test\n",
"0.12484274 1.0\n",
"\n",
"Epoch 980\n",
"Train\n",
"0.22204998 1.0\n",
"test\n",
"0.122764625 1.0\n",
"\n",
"Epoch 990\n",
"Train\n",
"0.21724083 1.0\n",
"test\n",
"0.12060635 1.0\n",
"\n"
]
},
{
"data": {
"text/plain": [
"<matplotlib.legend.Legend at 0x7f3b87101908>"
]
},
"execution_count": 183,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f3b8725f2e8>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"loss_train_hist = []\n",
"acc_train_hist = []\n",
"\n",
"loss_test_hist = []\n",
"acc_test_hist = []\n",
"\n",
"\n",
"with tf.Session() as sess:\n",
" sess.run(tf.global_variables_initializer())\n",
" \n",
" for i in range(1000):\n",
" loss, acc = sess.run([loss_func, accuracy], {X: X_train, labels: Y_train})\n",
" \n",
" loss_test, acc_test = sess.run([loss_func, accuracy], {X: X_test, labels: Y_test})\n",
" \n",
" loss_train_hist.append(loss)\n",
" loss_test_hist.append(loss_test)\n",
" acc_train_hist.append(acc)\n",
" acc_test_hist.append(acc_test)\n",
"\n",
" if(i % 10 == 0):\n",
" print(\"Epoch %d\"%i)\n",
" print(\"Train\")\n",
" print(loss, acc)\n",
" print(\"test\")\n",
" print(loss_test, acc_test)\n",
" print()\n",
" \n",
" sess.run(optimizer, {X: X_train, labels: Y_train})\n",
"\n",
"plt.plot(loss_train_hist)\n",
"plt.plot(loss_test_hist)\n",
"plt.title('model loss')\n",
"plt.ylabel('loss')\n",
"plt.xlabel('epoch')\n",
"plt.legend(['train', 'test'], loc='best')"
]
},
{
"cell_type": "code",
"execution_count": 184,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.legend.Legend at 0x7f3b8712a358>"
]
},
"execution_count": 184,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f3b873e73c8>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.plot(acc_train_hist)\n",
"plt.plot(acc_test_hist)\n",
"plt.title('model accuracy')\n",
"plt.ylabel('accuracy')\n",
"plt.xlabel('epoch')\n",
"plt.legend(['train', 'test'], loc='best')"
]
}
],
"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": "3.5.2"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
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