{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Multilayer Perceptron Classifier\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's set some setting for this Jupyter Notebook." ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "ExecuteTime": { "end_time": "2018-10-11T14:20:42.347888Z", "start_time": "2018-10-11T14:20:37.288091Z" } }, "outputs": [], "source": [ "%matplotlib inline \n", "from warnings import filterwarnings\n", "filterwarnings(\"ignore\")\n", "import os\n", "os.environ['MKL_THREADING_LAYER'] = 'GNU'\n", "os.environ['THEANO_FLAGS'] = 'device=cpu' \n", " \n", "import numpy as np\n", "import pandas as pd\n", "import pymc3 as pm\n", "import seaborn as sns\n", "import matplotlib.pyplot as plt\n", "np.random.seed(12345)\n", "rc = {'xtick.labelsize': 20, 'ytick.labelsize': 20, 'axes.labelsize': 20, 'font.size': 20, \n", " 'legend.fontsize': 12.0, 'axes.titlesize': 10, \"figure.figsize\": [12, 6]}\n", "sns.set(rc = rc)\n", "from IPython.core.interactiveshell import InteractiveShell\n", "InteractiveShell.ast_node_interactivity = \"all\"" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ " Now, let's import the `MLPClassifier` algorithm from the `pymc-learn` package." ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "ExecuteTime": { "end_time": "2018-10-11T14:20:46.472450Z", "start_time": "2018-10-11T14:20:46.408556Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Running on pymc-learn v0.0.1.rc0\n" ] } ], "source": [ "import pmlearn\n", "from pmlearn.neural_network import MLPClassifier\n", "print('Running on pymc-learn v{}'.format(pmlearn.__version__))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Step 1: Prepare the data\n", "Generate synthetic data." ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "ExecuteTime": { "end_time": "2018-10-11T14:20:54.796312Z", "start_time": "2018-10-11T14:20:49.813746Z" }, "scrolled": false }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from sklearn.datasets import make_moons\n", "from sklearn.preprocessing import scale\n", "import theano\n", "floatX = theano.config.floatX\n", "\n", "X, y = make_moons(noise=0.2, random_state=0, n_samples=1000)\n", "X = scale(X)\n", "X = X.astype(floatX)\n", "y = y.astype(floatX)\n", "\n", "## Plot the data \n", "fig, ax = plt.subplots(figsize=(12, 8))\n", "ax.scatter(X[y==0, 0], X[y==0, 1], label='Class 0')\n", "ax.scatter(X[y==1, 0], X[y==1, 1], color='r', label='Class 1')\n", "sns.despine(); ax.legend()\n", "ax.set(xlabel='X', ylabel='y', title='Toy binary classification data set');" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "ExecuteTime": { "end_time": "2018-10-11T14:21:16.287225Z", "start_time": "2018-10-11T14:21:16.271751Z" } }, "outputs": [], "source": [ "from sklearn.model_selection import train_test_split\n", "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.3)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Step 2: Instantiate a model" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "ExecuteTime": { "end_time": "2018-10-11T14:21:18.218408Z", "start_time": "2018-10-11T14:21:18.215733Z" } }, "outputs": [], "source": [ "model = MLPClassifier()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Step 3: Perform Inference" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "ExecuteTime": { "start_time": "2018-10-11T14:21:21.740Z" }, "scrolled": false }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Average Loss = 140.51: 100%|██████████| 200000/200000 [02:46<00:00, 1203.69it/s]\n", "Finished [100%]: Average Loss = 140.52\n" ] }, { "data": { "text/plain": [ "MLPClassifier(n_hidden=5)" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "model.fit(X_train, y_train)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Step 4: Diagnose convergence" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "ExecuteTime": { "end_time": "2018-10-10T21:10:27.949790Z", "start_time": "2018-10-10T21:10:27.599210Z" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "model.plot_elbo()" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "ExecuteTime": { "end_time": "2018-10-10T21:10:42.274388Z", "start_time": "2018-10-10T21:10:34.544201Z" }, "scrolled": false }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "pm.traceplot(model.trace);" ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "ExecuteTime": { "end_time": "2018-10-10T21:10:51.513853Z", "start_time": "2018-10-10T21:10:51.002197Z" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "pm.forestplot(model.trace, varnames=[\"w_in_1\"]);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Step 5: Critize the model" ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "ExecuteTime": { "end_time": "2018-10-10T21:10:56.096718Z", "start_time": "2018-10-10T21:10:56.036063Z" }, "scrolled": true }, "outputs": [ { "data": { "text/html": [ "
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meansdmc_errorhpd_2.5hpd_97.5
w_in_1__0_00.0055680.8535880.008590-1.6903361.657664
w_in_1__0_12.6259470.4304730.0041691.7540853.449592
w_in_1__0_2-0.0294360.8577840.007223-1.6549081.703846
w_in_1__0_3-2.3956300.1817380.001690-2.751851-2.040889
w_in_1__0_40.6224730.0201840.0001910.5840930.663157
w_in_1__1_00.0044720.9131440.009296-1.7765641.778230
w_in_1__1_1-0.4819470.3011630.003205-1.0867320.082603
w_in_1__1_20.0059910.8998930.007878-1.7980961.727599
w_in_1__1_3-0.6430170.1163110.001178-0.872403-0.415040
w_in_1__1_4-0.2195210.0242750.000220-0.266726-0.171858
w_1_2__0_00.0476231.0731610.011119-2.0214692.151871
w_1_2__0_1-0.0113681.0778580.009985-2.1948132.021219
w_1_2__0_2-0.0317571.0540570.009998-2.0830952.018043
w_1_2__0_30.0206501.0723160.010139-2.1070382.109442
w_1_2__0_4-0.0045870.0890810.000801-0.1808030.168265
w_1_2__1_0-0.0461950.9953400.010568-2.0146091.858622
w_1_2__1_1-0.0378731.0194440.009749-2.0409491.960829
w_1_2__1_2-0.0218881.0327250.011500-2.1304461.901217
w_1_2__1_30.0172861.0024610.009124-2.0310781.903586
w_1_2__1_41.0815940.0517770.0005450.9792481.182610
w_1_2__2_00.0357231.0604170.009704-2.0366652.086344
w_1_2__2_10.0264481.0682300.010686-2.1024932.071060
w_1_2__2_2-0.0294351.0351900.010280-1.9574892.077871
w_1_2__2_3-0.0008341.0590460.011346-2.1081751.998687
w_1_2__2_4-0.0076990.0908790.000956-0.1831020.169459
w_1_2__3_0-0.0324091.0562890.010256-2.2076931.981262
w_1_2__3_10.0349401.0275920.009972-2.0052632.052578
w_1_2__3_20.0088831.0291690.010479-2.0625191.946606
w_1_2__3_3-0.0084961.0361600.010453-2.1092201.909782
w_1_2__3_4-1.3046800.0576500.000542-1.413446-1.188361
w_1_2__4_0-0.0110101.0820710.010123-2.1209242.138763
w_1_2__4_1-0.0348821.0623340.009535-2.1653152.008977
w_1_2__4_2-0.0033371.0653580.010463-2.0685892.064908
w_1_2__4_30.0455251.0579400.010719-2.0459782.035685
w_1_2__4_4-4.3855870.0944430.000898-4.570870-4.199793
w_2_out__0-0.0100380.2868190.002983-0.5631660.559095
w_2_out__1-0.0133920.2869110.002836-0.5724840.545143
w_2_out__2-0.0132020.2910410.003212-0.5867380.550436
w_2_out__30.0133240.2890070.003026-0.5815520.551274
w_2_out__4-5.4228100.4013980.003642-6.218766-4.651419
\n", "
" ], "text/plain": [ " mean sd mc_error hpd_2.5 hpd_97.5\n", "w_in_1__0_0 0.005568 0.853588 0.008590 -1.690336 1.657664\n", "w_in_1__0_1 2.625947 0.430473 0.004169 1.754085 3.449592\n", "w_in_1__0_2 -0.029436 0.857784 0.007223 -1.654908 1.703846\n", "w_in_1__0_3 -2.395630 0.181738 0.001690 -2.751851 -2.040889\n", "w_in_1__0_4 0.622473 0.020184 0.000191 0.584093 0.663157\n", "w_in_1__1_0 0.004472 0.913144 0.009296 -1.776564 1.778230\n", "w_in_1__1_1 -0.481947 0.301163 0.003205 -1.086732 0.082603\n", "w_in_1__1_2 0.005991 0.899893 0.007878 -1.798096 1.727599\n", "w_in_1__1_3 -0.643017 0.116311 0.001178 -0.872403 -0.415040\n", "w_in_1__1_4 -0.219521 0.024275 0.000220 -0.266726 -0.171858\n", "w_1_2__0_0 0.047623 1.073161 0.011119 -2.021469 2.151871\n", "w_1_2__0_1 -0.011368 1.077858 0.009985 -2.194813 2.021219\n", "w_1_2__0_2 -0.031757 1.054057 0.009998 -2.083095 2.018043\n", "w_1_2__0_3 0.020650 1.072316 0.010139 -2.107038 2.109442\n", "w_1_2__0_4 -0.004587 0.089081 0.000801 -0.180803 0.168265\n", "w_1_2__1_0 -0.046195 0.995340 0.010568 -2.014609 1.858622\n", "w_1_2__1_1 -0.037873 1.019444 0.009749 -2.040949 1.960829\n", "w_1_2__1_2 -0.021888 1.032725 0.011500 -2.130446 1.901217\n", "w_1_2__1_3 0.017286 1.002461 0.009124 -2.031078 1.903586\n", "w_1_2__1_4 1.081594 0.051777 0.000545 0.979248 1.182610\n", "w_1_2__2_0 0.035723 1.060417 0.009704 -2.036665 2.086344\n", "w_1_2__2_1 0.026448 1.068230 0.010686 -2.102493 2.071060\n", "w_1_2__2_2 -0.029435 1.035190 0.010280 -1.957489 2.077871\n", "w_1_2__2_3 -0.000834 1.059046 0.011346 -2.108175 1.998687\n", "w_1_2__2_4 -0.007699 0.090879 0.000956 -0.183102 0.169459\n", "w_1_2__3_0 -0.032409 1.056289 0.010256 -2.207693 1.981262\n", "w_1_2__3_1 0.034940 1.027592 0.009972 -2.005263 2.052578\n", "w_1_2__3_2 0.008883 1.029169 0.010479 -2.062519 1.946606\n", "w_1_2__3_3 -0.008496 1.036160 0.010453 -2.109220 1.909782\n", "w_1_2__3_4 -1.304680 0.057650 0.000542 -1.413446 -1.188361\n", "w_1_2__4_0 -0.011010 1.082071 0.010123 -2.120924 2.138763\n", "w_1_2__4_1 -0.034882 1.062334 0.009535 -2.165315 2.008977\n", "w_1_2__4_2 -0.003337 1.065358 0.010463 -2.068589 2.064908\n", "w_1_2__4_3 0.045525 1.057940 0.010719 -2.045978 2.035685\n", "w_1_2__4_4 -4.385587 0.094443 0.000898 -4.570870 -4.199793\n", "w_2_out__0 -0.010038 0.286819 0.002983 -0.563166 0.559095\n", "w_2_out__1 -0.013392 0.286911 0.002836 -0.572484 0.545143\n", "w_2_out__2 -0.013202 0.291041 0.003212 -0.586738 0.550436\n", "w_2_out__3 0.013324 0.289007 0.003026 -0.581552 0.551274\n", "w_2_out__4 -5.422810 0.401398 0.003642 -6.218766 -4.651419" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" } ], "source": [ "pm.summary(model.trace)" ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "ExecuteTime": { "end_time": "2018-10-10T21:11:02.560589Z", "start_time": "2018-10-10T21:11:01.868449Z" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "pm.plot_posterior(model.trace, varnames=[\"w_in_1\"], \n", " figsize = [14, 8]);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Step 6: Use the model for prediction" ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "ExecuteTime": { "end_time": "2018-10-04T05:00:47.345965Z", "start_time": "2018-10-04T05:00:14.145263Z" } }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "100%|██████████| 2000/2000 [00:00<00:00, 2578.43it/s]\n" ] } ], "source": [ "y_pred = model.predict(X_test)" ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "ExecuteTime": { "end_time": "2018-10-04T05:00:47.354788Z", "start_time": "2018-10-04T05:00:47.348497Z" } }, "outputs": [ { "data": { "text/plain": [ "array([False, True, True, False, False, True, True, True, True,\n", " False, False, True, True, False, True, True, True, False,\n", " False, True, True, True, True, True, False, True, False,\n", " False, False, False, False, True, False, True, True, False,\n", " True, True, True, False, False, False, True, True, False,\n", " False, False, True, False, False, False, True, True, False,\n", " True, True, True, False, True, False, True, False, True,\n", " False, False, True, True, False, False, True, False, False,\n", " False, True, True, True, True, True, True, False, False,\n", " False, False, False, True, True, True, False, False, False,\n", " True, True, True, True, False, True, False, True, True,\n", " False, True, True, True, True, False, False, False, True,\n", " False, False, False, False, True, False, False, True, False,\n", " True, True, False, False, True, True, True, False, True,\n", " True, True, False, True, False, True, True, False, False,\n", " True, True, True, True, False, True, True, False, False,\n", " True, False, True, False, True, True, False, True, False,\n", " True, True, True, False, False, False, False, True, False,\n", " True, False, True, False, False, False, False, True, True,\n", " False, True, False, True, False, True, False, True, True,\n", " True, True, False, True, True, True, False, False, True,\n", " False, True, True, False, True, False, True, False, False,\n", " True, False, False, True, True, False, True, True, True,\n", " False, True, True, True, True, True, False, True, False,\n", " True, True, False, True, False, False, True, True, False,\n", " False, True, True, True, False, False, True, True, True,\n", " False, True, False, False, True, False, False, True, False,\n", " False, True, True, False, False, True, True, False, True,\n", " True, False, False, False, True, False, False, False, False,\n", " False, False, False, True, False, True, False, False, False,\n", " True, False, True, False, False, True, False, False, True,\n", " False, True, True, True, False, True, True, True, True,\n", " True, False, False, False, True, False, True, False, False,\n", " False, False, False], dtype=bool)" ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" } ], "source": [ "y_pred" ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "ExecuteTime": { "end_time": "2018-10-04T05:00:47.648096Z", "start_time": "2018-10-04T05:00:47.357019Z" } }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "100%|██████████| 2000/2000 [00:00<00:00, 2722.33it/s]\n" ] }, { "data": { "text/plain": [ "0.95999999999999996" ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" } ], "source": [ "model.score(X_test, y_test)" ] }, { "cell_type": "code", "execution_count": 16, "metadata": { "ExecuteTime": { "end_time": "2018-10-04T05:01:24.614580Z", "start_time": "2018-10-04T05:01:23.746692Z" } }, "outputs": [], "source": [ "model.save('pickle_jar/mlpc')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Use already trained model for prediction" ] }, { "cell_type": "code", "execution_count": 17, "metadata": { "ExecuteTime": { "end_time": "2018-10-04T05:01:56.024145Z", "start_time": "2018-10-04T05:01:39.793206Z" } }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "100%|██████████| 2000/2000 [00:00<00:00, 2619.50it/s]\n" ] }, { "data": { "text/plain": [ "0.95999999999999996" ] }, "execution_count": 17, "metadata": {}, "output_type": "execute_result" } ], "source": [ "model_new = MLPClassifier()\n", "model_new.load('pickle_jar/mlpc')\n", "model_new.score(X_test, y_test)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## MCMC" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Perform inference" ] }, { "cell_type": "code", "execution_count": 18, "metadata": { "ExecuteTime": { "end_time": "2018-10-04T05:18:54.716175Z", "start_time": "2018-10-04T05:12:21.241960Z" }, "scrolled": false }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Multiprocess sampling (4 chains in 4 jobs)\n", "NUTS: [w_2_out, w_1_2, w_in_1]\n", "100%|██████████| 2500/2500 [04:25<00:00, 9.42it/s]\n", "There were 125 divergences after tuning. Increase `target_accept` or reparameterize.\n", "There were 228 divergences after tuning. Increase `target_accept` or reparameterize.\n", "There were 210 divergences after tuning. Increase `target_accept` or reparameterize.\n", "There were 32 divergences after tuning. Increase `target_accept` or reparameterize.\n", "The estimated number of effective samples is smaller than 200 for some parameters.\n" ] }, { "data": { "text/plain": [ "MLPClassifier(n_hidden=5)" ] }, "execution_count": 18, "metadata": {}, "output_type": "execute_result" } ], "source": [ "model2 = MLPClassifier()\n", "model2.fit(X_train, y_train, inference_type='nuts')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Diagnose convergence" ] }, { "cell_type": "code", "execution_count": 19, "metadata": { "ExecuteTime": { "end_time": "2018-10-04T05:18:54.717700Z", "start_time": "2018-10-04T05:02:33.428Z" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "pm.traceplot(model2.trace, varnames=[\"w_in_1\"]);" ] }, { "cell_type": "code", "execution_count": 20, "metadata": { "ExecuteTime": { "end_time": "2018-10-04T05:18:54.718981Z", "start_time": "2018-10-04T05:02:36.276Z" } }, "outputs": [ { "data": { "text/plain": [ "{'w_in_1': array([[ 1.03392059, 1.00889386, 1.0116798 , 1.00952281, 1.00310832],\n", " [ 1.00180089, 1.00662138, 1.00244567, 1.00753298, 1.00338383]]),\n", " 'w_1_2': array([[ 0.99999921, 1.00373929, 1.00043873, 1.00022153, 1.00150073],\n", " [ 1.00202154, 1.00028483, 1.00173403, 1.00384901, 1.00022611],\n", " [ 1.00035073, 1.00026924, 1.00524066, 1.00006522, 1.00168698],\n", " [ 1.00206691, 1.00377702, 1.00243599, 1.00069978, 1.00472955],\n", " [ 0.99978974, 0.99992665, 1.00151647, 1.00214903, 1.00018014]]),\n", " 'w_2_out': array([ 1.01048089, 1.0018095 , 1.00558228, 1.00216195, 1.00162127])}" ] }, "execution_count": 20, "metadata": {}, "output_type": "execute_result" } ], "source": [ "pm.gelman_rubin(model2.trace)" ] }, { "cell_type": "code", "execution_count": 21, "metadata": { "ExecuteTime": { "end_time": "2018-10-04T05:18:54.720199Z", "start_time": "2018-10-04T05:02:37.300Z" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "pm.energyplot(model2.trace);" ] }, { "cell_type": "code", "execution_count": 22, "metadata": { "ExecuteTime": { "end_time": "2018-10-04T05:18:54.721744Z", "start_time": "2018-10-04T05:02:40.755Z" } }, "outputs": [ { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "pm.forestplot(model2.trace, varnames=[\"w_in_1\"]);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Criticize the model" ] }, { "cell_type": "code", "execution_count": 23, "metadata": { "ExecuteTime": { "end_time": "2018-10-04T05:18:54.723341Z", "start_time": "2018-10-04T05:02:42.291Z" } }, "outputs": [ { "data": { "text/html": [ "
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meansdmc_errorhpd_2.5hpd_97.5n_effRhat
w_in_1__0_00.2251351.4531290.090766-2.6009632.967663165.2628161.033921
w_in_1__0_10.0402371.4320050.092519-2.8210382.733033156.6052131.008894
w_in_1__0_20.0183821.3183250.084790-2.6540082.752361152.0862431.011680
w_in_1__0_30.0594411.5203350.099235-2.7784392.907296171.5415231.009523
w_in_1__0_4-0.1050491.4674130.106934-2.8215072.759036142.8629901.003108
w_in_1__1_00.0388150.6178050.021710-1.3250601.497353811.5205701.001801
w_in_1__1_10.0485610.6511360.033623-1.3872151.528355315.5262521.006621
w_in_1__1_2-0.0403930.6300750.029703-1.5226701.369573350.4427611.002446
w_in_1__1_3-0.0066210.6156700.023998-1.4885951.321337588.7321711.007533
w_in_1__1_4-0.0223560.6020550.023388-1.3990131.409409630.1524991.003384
w_1_2__0_0-0.0301171.2229610.032388-2.2227902.4590641465.3474110.999999
w_1_2__0_1-0.0334811.2574160.036231-2.5287492.3202041122.0004461.003739
w_1_2__0_20.0580131.2550370.032539-2.3374732.5351291445.3684171.000439
w_1_2__0_30.0126221.2162790.031562-2.3363432.3503451548.0118151.000222
w_1_2__0_4-0.0225921.2380550.036278-2.3828962.3954631216.4927331.001501
w_1_2__1_00.0049571.2558700.033091-2.3909112.4752141327.1192551.002022
w_1_2__1_10.0455251.2403320.026389-2.3552882.4920541738.6915741.000285
w_1_2__1_2-0.0807701.2524710.034783-2.6025872.2122371506.4111711.001734
w_1_2__1_30.0114861.2495880.030010-2.4321152.4273521752.2203491.003849
w_1_2__1_40.0195311.2189630.030665-2.3136492.3831771517.4208951.000226
w_1_2__2_0-0.0222561.2614080.033143-2.5223472.3587211228.3554881.000351
w_1_2__2_1-0.0166051.2606920.030260-2.4310302.4430351762.6320451.000269
w_1_2__2_2-0.0399041.2774970.036323-2.5471602.3168591293.6865121.005241
w_1_2__2_3-0.0075941.2578490.034130-2.6385562.2846911585.6616231.000065
w_1_2__2_40.0248791.2077950.029777-2.4248462.2929401751.0250641.001687
w_1_2__3_00.0053901.2429610.034378-2.4741622.3087381271.1236421.002067
w_1_2__3_10.0393251.3121660.049990-2.5647832.642687449.5187921.003777
w_1_2__3_2-0.0213491.3003280.050331-2.9336112.246004431.2110841.002436
w_1_2__3_30.0197441.2456840.027273-2.4782842.3581221915.7590491.000700
w_1_2__3_4-0.0103211.2562080.036211-2.3416842.4504751107.9951581.004730
w_1_2__4_0-0.0584511.2357910.027882-2.5813432.2025791695.0141780.999790
w_1_2__4_10.0129641.2668650.035280-2.3354602.4985191313.8281940.999927
w_1_2__4_2-0.0204611.2863530.034562-2.5790032.3650881301.5912201.001516
w_1_2__4_30.0093671.2271710.026680-2.3647222.3602801782.6501861.002149
w_1_2__4_4-0.0227051.2334170.031601-2.3676932.3673871551.8706841.000180
w_2_out__0-0.0296662.3316600.076394-4.4881814.396616764.0407821.010481
w_2_out__1-0.0378472.3546100.085388-4.5875524.386218720.5422021.001810
w_2_out__20.1279202.3750940.092250-4.3196354.449930523.4890821.005582
w_2_out__30.0300482.2959930.076132-4.3492954.310776840.7714891.002162
w_2_out__40.0027142.2443510.078376-4.2959344.466476769.2539831.001621
\n", "
" ], "text/plain": [ " mean sd mc_error hpd_2.5 hpd_97.5 n_eff \\\n", "w_in_1__0_0 0.225135 1.453129 0.090766 -2.600963 2.967663 165.262816 \n", "w_in_1__0_1 0.040237 1.432005 0.092519 -2.821038 2.733033 156.605213 \n", "w_in_1__0_2 0.018382 1.318325 0.084790 -2.654008 2.752361 152.086243 \n", "w_in_1__0_3 0.059441 1.520335 0.099235 -2.778439 2.907296 171.541523 \n", "w_in_1__0_4 -0.105049 1.467413 0.106934 -2.821507 2.759036 142.862990 \n", "w_in_1__1_0 0.038815 0.617805 0.021710 -1.325060 1.497353 811.520570 \n", "w_in_1__1_1 0.048561 0.651136 0.033623 -1.387215 1.528355 315.526252 \n", "w_in_1__1_2 -0.040393 0.630075 0.029703 -1.522670 1.369573 350.442761 \n", "w_in_1__1_3 -0.006621 0.615670 0.023998 -1.488595 1.321337 588.732171 \n", "w_in_1__1_4 -0.022356 0.602055 0.023388 -1.399013 1.409409 630.152499 \n", "w_1_2__0_0 -0.030117 1.222961 0.032388 -2.222790 2.459064 1465.347411 \n", "w_1_2__0_1 -0.033481 1.257416 0.036231 -2.528749 2.320204 1122.000446 \n", "w_1_2__0_2 0.058013 1.255037 0.032539 -2.337473 2.535129 1445.368417 \n", "w_1_2__0_3 0.012622 1.216279 0.031562 -2.336343 2.350345 1548.011815 \n", "w_1_2__0_4 -0.022592 1.238055 0.036278 -2.382896 2.395463 1216.492733 \n", "w_1_2__1_0 0.004957 1.255870 0.033091 -2.390911 2.475214 1327.119255 \n", "w_1_2__1_1 0.045525 1.240332 0.026389 -2.355288 2.492054 1738.691574 \n", "w_1_2__1_2 -0.080770 1.252471 0.034783 -2.602587 2.212237 1506.411171 \n", "w_1_2__1_3 0.011486 1.249588 0.030010 -2.432115 2.427352 1752.220349 \n", "w_1_2__1_4 0.019531 1.218963 0.030665 -2.313649 2.383177 1517.420895 \n", "w_1_2__2_0 -0.022256 1.261408 0.033143 -2.522347 2.358721 1228.355488 \n", "w_1_2__2_1 -0.016605 1.260692 0.030260 -2.431030 2.443035 1762.632045 \n", "w_1_2__2_2 -0.039904 1.277497 0.036323 -2.547160 2.316859 1293.686512 \n", "w_1_2__2_3 -0.007594 1.257849 0.034130 -2.638556 2.284691 1585.661623 \n", "w_1_2__2_4 0.024879 1.207795 0.029777 -2.424846 2.292940 1751.025064 \n", "w_1_2__3_0 0.005390 1.242961 0.034378 -2.474162 2.308738 1271.123642 \n", "w_1_2__3_1 0.039325 1.312166 0.049990 -2.564783 2.642687 449.518792 \n", "w_1_2__3_2 -0.021349 1.300328 0.050331 -2.933611 2.246004 431.211084 \n", "w_1_2__3_3 0.019744 1.245684 0.027273 -2.478284 2.358122 1915.759049 \n", "w_1_2__3_4 -0.010321 1.256208 0.036211 -2.341684 2.450475 1107.995158 \n", "w_1_2__4_0 -0.058451 1.235791 0.027882 -2.581343 2.202579 1695.014178 \n", "w_1_2__4_1 0.012964 1.266865 0.035280 -2.335460 2.498519 1313.828194 \n", "w_1_2__4_2 -0.020461 1.286353 0.034562 -2.579003 2.365088 1301.591220 \n", "w_1_2__4_3 0.009367 1.227171 0.026680 -2.364722 2.360280 1782.650186 \n", "w_1_2__4_4 -0.022705 1.233417 0.031601 -2.367693 2.367387 1551.870684 \n", "w_2_out__0 -0.029666 2.331660 0.076394 -4.488181 4.396616 764.040782 \n", "w_2_out__1 -0.037847 2.354610 0.085388 -4.587552 4.386218 720.542202 \n", "w_2_out__2 0.127920 2.375094 0.092250 -4.319635 4.449930 523.489082 \n", "w_2_out__3 0.030048 2.295993 0.076132 -4.349295 4.310776 840.771489 \n", "w_2_out__4 0.002714 2.244351 0.078376 -4.295934 4.466476 769.253983 \n", "\n", " Rhat \n", "w_in_1__0_0 1.033921 \n", "w_in_1__0_1 1.008894 \n", "w_in_1__0_2 1.011680 \n", "w_in_1__0_3 1.009523 \n", "w_in_1__0_4 1.003108 \n", "w_in_1__1_0 1.001801 \n", "w_in_1__1_1 1.006621 \n", "w_in_1__1_2 1.002446 \n", "w_in_1__1_3 1.007533 \n", "w_in_1__1_4 1.003384 \n", "w_1_2__0_0 0.999999 \n", "w_1_2__0_1 1.003739 \n", "w_1_2__0_2 1.000439 \n", "w_1_2__0_3 1.000222 \n", "w_1_2__0_4 1.001501 \n", "w_1_2__1_0 1.002022 \n", "w_1_2__1_1 1.000285 \n", "w_1_2__1_2 1.001734 \n", "w_1_2__1_3 1.003849 \n", "w_1_2__1_4 1.000226 \n", "w_1_2__2_0 1.000351 \n", "w_1_2__2_1 1.000269 \n", "w_1_2__2_2 1.005241 \n", "w_1_2__2_3 1.000065 \n", "w_1_2__2_4 1.001687 \n", "w_1_2__3_0 1.002067 \n", "w_1_2__3_1 1.003777 \n", "w_1_2__3_2 1.002436 \n", "w_1_2__3_3 1.000700 \n", "w_1_2__3_4 1.004730 \n", "w_1_2__4_0 0.999790 \n", "w_1_2__4_1 0.999927 \n", "w_1_2__4_2 1.001516 \n", "w_1_2__4_3 1.002149 \n", "w_1_2__4_4 1.000180 \n", "w_2_out__0 1.010481 \n", "w_2_out__1 1.001810 \n", "w_2_out__2 1.005582 \n", "w_2_out__3 1.002162 \n", "w_2_out__4 1.001621 " ] }, "execution_count": 23, "metadata": {}, "output_type": "execute_result" } ], "source": [ "pm.summary(model2.trace)" ] }, { "cell_type": "code", "execution_count": 24, "metadata": { "ExecuteTime": { "end_time": "2018-10-04T05:18:54.726191Z", "start_time": "2018-10-04T05:02:49.211Z" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "pm.plot_posterior(model2.trace, varnames=[\"w_in_1\"], \n", " figsize = [14, 8]);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Use the model for prediction" ] }, { "cell_type": "code", "execution_count": 25, "metadata": { "ExecuteTime": { "end_time": "2018-10-04T05:18:54.727197Z", "start_time": "2018-10-04T05:02:58.910Z" } }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "100%|██████████| 2000/2000 [00:00<00:00, 2569.74it/s]\n" ] } ], "source": [ "y_pred2 = model2.predict(X_test)" ] }, { "cell_type": "code", "execution_count": 26, "metadata": { "ExecuteTime": { "end_time": "2018-10-04T05:18:54.728348Z", "start_time": "2018-10-04T05:02:59.637Z" } }, "outputs": [ { "data": { "text/plain": [ "array([False, True, True, False, False, True, True, True, True,\n", " False, False, True, True, False, True, True, True, False,\n", " False, True, True, True, True, True, False, True, False,\n", " False, False, False, False, True, False, True, True, False,\n", " True, True, True, False, False, False, True, True, False,\n", " False, False, True, False, False, False, True, True, False,\n", " True, True, True, False, True, False, True, False, True,\n", " False, False, True, True, False, False, True, False, False,\n", " False, True, True, True, True, True, True, False, False,\n", " False, False, False, True, True, True, False, False, False,\n", " True, True, True, True, False, True, False, True, True,\n", " False, True, True, True, True, False, False, False, True,\n", " False, False, False, False, True, False, False, True, False,\n", " True, True, False, False, True, True, True, False, True,\n", " True, True, False, True, False, True, True, False, False,\n", " True, True, True, True, False, True, True, False, False,\n", " True, False, True, False, True, True, False, True, False,\n", " True, True, True, False, False, False, False, True, False,\n", " True, False, True, False, False, False, False, True, True,\n", " False, True, False, True, False, True, False, True, True,\n", " True, True, False, True, True, True, False, False, True,\n", " False, True, True, False, True, False, True, False, False,\n", " True, False, False, True, True, False, True, True, True,\n", " False, True, True, True, True, True, False, True, False,\n", " True, True, False, True, False, False, True, True, False,\n", " False, True, True, True, False, False, True, True, True,\n", " False, True, False, False, True, False, False, True, False,\n", " False, True, True, False, False, True, True, False, True,\n", " True, False, False, False, True, False, False, False, False,\n", " False, False, False, True, False, True, False, False, False,\n", " True, False, True, False, False, True, False, False, True,\n", " False, True, True, True, False, True, True, True, True,\n", " True, False, False, False, True, False, True, False, False,\n", " False, False, False], dtype=bool)" ] }, "execution_count": 26, "metadata": {}, "output_type": "execute_result" } ], "source": [ "y_pred2" ] }, { "cell_type": "code", "execution_count": 27, "metadata": { "ExecuteTime": { "end_time": "2018-10-04T05:18:54.729536Z", "start_time": "2018-10-04T05:03:05.390Z" } }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "100%|██████████| 2000/2000 [00:00<00:00, 2645.86it/s]\n" ] }, { "data": { "text/plain": [ "0.96333333333333337" ] }, "execution_count": 27, "metadata": {}, "output_type": "execute_result" } ], "source": [ "model2.score(X_test, y_test)" ] }, { "cell_type": "code", "execution_count": 28, "metadata": { "ExecuteTime": { "end_time": "2018-10-04T05:18:54.730819Z", "start_time": "2018-10-04T05:03:09.605Z" } }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "100%|██████████| 2000/2000 [00:00<00:00, 2550.55it/s]\n" ] }, { "data": { "text/plain": [ "0.95999999999999996" ] }, "execution_count": 28, "metadata": {}, "output_type": "execute_result" } ], "source": [ "model2.save('pickle_jar/mlpc2')\n", "model2_new = MLPClassifier()\n", "model2_new.load('pickle_jar/mlpc2')\n", "model2_new.score(X_test, y_test)" ] } ], "metadata": { "kernelspec": { "display_name": "Python [conda env:pmlearn]", "language": "python", "name": "conda-env-pmlearn-py" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.6.6" }, "toc": { "base_numbering": 1, "nav_menu": {}, "number_sections": true, "sideBar": true, "skip_h1_title": false, "title_cell": "Table of Contents", "title_sidebar": "Contents", "toc_cell": false, "toc_position": { "height": "calc(100% - 180px)", "left": "10px", "top": "150px", "width": "177.6px" }, "toc_section_display": true, "toc_window_display": true } }, "nbformat": 4, "nbformat_minor": 2 }