{ "cells": [ { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "# Introduction to Bayesian Data Analysis - Applied Version\n", "\n", "\n", "<img src=\"results\\figures\\presentation\\1.png\" width=\"500\" height=\"500\" align=\"center\"/>\n", "\n", "\n", "### Valerio Bonometti \n", "**PhD Candidate University of York** \n", "**Workshop Repository:** https://github.com/vb690/introduction_bayesian_analysis" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "## Agenda\n", "\n", "* Introduction\n", " \n", "* Bayesian Approach to Inference\n", "\n", " * Counts\n", " * Updating Counts\n", " * From Counts to Probability\n", " * Likelihood, Parameters, Prior and Posterior \n", " * Parameters Estimation\n", " * Bayesian Models\n", " \n", "* PyMC3\n", " \n", " * Model Building \n", " * Model Inspecting\n", " * Model Fitting\n", " * Model Evaluating and Comparing\n", " * Model Predicting\n", " \n", "* Applications\n", " \n", " * PyMC3 vs scikit-learn\n", " * Web Traffic Estimation\n", " * Advertising Effect on Revenue\n", " * Game Difficulty Estimation\n", " * Model Comparison" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "## Introduction" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "### Introduction - Books\n", "\n", "* [Statistical Rethinking 1st Edition (Chapters: 2, 3 and 4)](https://xcelab.net/rm/statistical-rethinking/)\n", "* [Bayesian Data Analysis](http://www.stat.columbia.edu/~gelman/book/)\n", "* Edwin Thompson Jayne" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "### Introduction - Online Material\n", "\n", "* [Statistical Rethinking using PyMC3](https://github.com/pymc-devs/resources/tree/master/Rethinking_2)\n", "* PyMC3 [tutorials](https://docs.pymc.io/nb_tutorials/index.html) and [learning materials](https://docs.pymc.io/learn.html)" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "### Introduction - Core Libraries\n", "\n", "* Numpy\n", "* Scipy\n", "* PyMC3\n", "* Theano (can be painful on Windows)\n", "* Matplolib \n", "* Seaborn" ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "slideshow": { "slide_type": "subslide" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "The autoreload extension is already loaded. To reload it, use:\n", " %reload_ext autoreload\n" ] } ], "source": [ "%load_ext autoreload\n", "%autoreload 2\n", "\n", "from tqdm import tqdm\n", "\n", "import numpy as np\n", "from scipy.stats import binom, beta, norm\n", "\n", "from sklearn.datasets import make_regression\n", "\n", "import pymc3 as pm\n", "\n", "import matplotlib.pyplot as plt\n", "import seaborn as sns" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "## Bayesian Approach to Inference\n", "\n", "### \"Bayesian approach to inference is all about computing plausibility of hypothesis given prior beliefs and data\"" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "### Bayesian Approach to Inference - Counts\n", "\n", "\n", "| Number of Reviews | Number of Outcomes | Reviews Outcomes |\n", "| --- | --- | --- |\n", "| 4 | 3 | Good, Bad, Good |\n" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "fragment" } }, "source": [ "#### <center> What is the proportion of good reviews ? <center>\n", "\n", "<br/>\n", "\n", "| HYPOTHESIS | NUMBER OF WAYS [Good, Bad, Good] CAN APPEAR |\n", "| --- | --- |\n", "| 0.0 | 0 |\n", "| 0.25 | 3 |\n", "| 0.50 | 8 |\n", "| **0.75** | **9**|\n", "| 1.0 | 0 |\n", " \n", "See [Gelman and Loken](http://www.stat.columbia.edu/~gelman/research/unpublished/p_hacking.pdf)" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "### Bayesian Approach to Inference - Updating Counts\n", "\n", "#### <center> A new review is observed and it is Bad <center>\n" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "fragment" } }, "source": [ "| HYPOTHESIS | PRIOR BELIEF| NUMBER OF WAYS [Bad] CAN APPEAR | WAYS X PRIOR|\n", "| --- | --- | --- | --- |\n", "| 0.0 | 0 | 4 | 0 |\n", "| 0.25 | 3 | 3 | 9 |\n", "| **0.50** | **8** | **2** | **16** |\n", "| 0.75 | 9| 1 | 9 |\n", "| 1.0 | 0 | 0 | 0 |" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "### Bayesian Approach to Inference - From Counts to Probability\n", "\n", "<br/>\n", "<br/>\n", "\n", "<center> $Posterior = \\frac{Likelihood \\times Prior}{Average \\, Likelihood}$ <center>\n", "\n", "<br/>\n", "<br/>\n", " \n", "<center> $Pr(Parameter | Data) = \\frac{Pr(Data | Parameter) \\times Pr(Parameter)}{Pr(Data)}$ <center>\n", " \n", "<br/>\n", "<br/>\n", "\n", "<center> $Pr(Hypothesis | Reviews \\, Outcomes) = \\frac{WAYS \\times PRIOR}{Normalizing}$ <center>\n", " \n", "<br/>\n", "<br/>\n", "\n", "<center> $Pr(0.50 | Bad) = \\frac{2 \\times 8}{34}$ <center>\n" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "### Bayesian Approach to Inference - From Counts to Probability\n", "\n", "<br/>\n", " \n", "| HYPOTHESIS | PRIOR BELIEF| NUMBER OF WAYS [Bad] CAN APPEAR | $\\frac{WAYS \\times PRIOR}{Normalizing}$|\n", "| --- | --- | --- | --- |\n", "| 0.0 | 0 | 4 | 0 |\n", "| 0.25 | 3 | 3 | 0.26 |\n", "| 0.50 | 8 | 2 | 0.47 |\n", "| 0.75 | 9| 1 | 0.26 |\n", "| 1.0 | 0 | 0 | 0 |\n", " \n" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "fragment" } }, "source": [ "<img src=\"results\\figures\\presentation\\applied\\1.png\" width=\"550\" height=\"550\" align=\"center\"/>" ] }, { "cell_type": "code", "execution_count": 16, "metadata": { "slideshow": { "slide_type": "subslide" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 720x360 with 1 Axes>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from modules.visuals import visualize_binomial_update\n", "\n", "visualize_binomial_update(\n", " n_tests=6, \n", " parameter_name='Good Reviews',\n", " remapper={0: 'Bad', 1: 'Good'},\n", " parameter_space=np.linspace(0, 1, 5),\n", " figsize=(10, 5),\n", " hist=True,\n", " auto=False,\n", " color='skyblue'\n", ")" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "### Bayesian Approach to Inference - Likelihood, Parameters, Prior, Posterior\n", "\n", "<br/>\n", "<br/>\n", "\n", "<center> $Posterior = \\frac{Likelihood \\times Prior}{Average \\, Likelihood}$ <center>" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "#### Likelihood is a function explaining the plausibility of data given a data-generating process\n", "\n", "Plausibility of observing **333** good reviews out of **656** total **assuming** a proportion of good reviews of **0.5**?" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "fragment" } }, "source": [ "<center> $Observed\\, Good\\, Reviews \\sim Binomial(Total\\, Reviews, Proportion)$ <center>\n", "<center> $333 \\sim Binomial(656, 0.5)$ <center>" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "fragment" } }, "source": [ "<center>$Pr(Good | Total, Proportion)$ = $PMF(Good)$ given $Binomial(Total, Proportion)$ <center>\n", "<center>$Pr(333 | 656, 0.5)$ = $PMF(333)$ given $Binomial(656, 0.5)$ <center>" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "#### Likelihood function are defined by parameters, which are hypothesis on the data-generating process.\n", "\n", "How the plausibility of observing **333** good reviews out of **656** total **varies** assuming proportion of good reviews that consider all the values going from **0.0** to **1.0**?" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "fragment" } }, "source": [ "<center> $Pr(333 | 656, 0.0)$ <center>\n", "<center> $Pr(333 | 656, 0.1)$ <center>\n", "<center> $Pr(333 | 656, 0.2)$ <center>\n", "<center> ... <center>" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "fragment" } }, "source": [ "<img src=\"results\\figures\\presentation\\applied\\2.png\" width=\"550\" height=\"550\" align=\"center\"/>" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "#### Prior is the initial set of plausibility that each value of the paramter to estimate can assume\n", "\n", "Without seeing any data I can assume that there is **nearly zero** plausibility that the proportion of good reviews is **0.0** or **1.0**" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "fragment" } }, "source": [ "$Beta(\\alpha, \\beta)$\n", "\n", "<img src=\"results\\figures\\presentation\\applied\\3.png\" width=\"550\" height=\"550\" align=\"center\"/>" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "#### Posterior is the relatively plausibility of the parameters to estimate conditioned on the observed data\n", "After seeing some data I update my prior. Now it is more plausibile that the proportion of Good reviews is close to 1.0" ] }, { "cell_type": "code", "execution_count": 17, "metadata": { "slideshow": { "slide_type": "fragment" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 1440x360 with 4 Axes>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from modules.visuals import visualize_priors_effect\n", "\n", "TOTAL_REVIEWS = 65\n", "GOOD_REVIEWS = 33\n", "\n", "PARAMETER_SPACE = np.linspace(0, 1, 100)\n", "PRIORS = {\n", " 'Not a Clue': np.array([1] * len(PARAMETER_SPACE)),\n", " 'We Expect to be Ok': beta(2, 2).pdf(PARAMETER_SPACE),\n", " 'We Expect to be Good': beta(5, 2).pdf(PARAMETER_SPACE),\n", " 'It HAS to be Good': beta(10, 2).pdf(PARAMETER_SPACE),\n", "}\n", "\n", "visualize_priors_effect(\n", " parameter_space=PARAMETER_SPACE,\n", " priors=PRIORS,\n", " likelihood=binom.pmf(GOOD_REVIEWS, TOTAL_REVIEWS, p=PARAMETER_SPACE),\n", " figsize=(20, 5)\n", ")" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "### Bayesian Approach to Inference - Models and Parameters Estimation\n", "\n", "\n", "#### Prior, Likelihood and Posterior are all components aimed to do one thing: \n", " \n", "#### Define a model for a data generation process and estimate the plausibility of all the values the parameters of the model can assume, not just finding the most probable one." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Bayesian Approach to Inference - Models are Directed Acyclic Graphs (DAGs)\n", "\n", "<br/>\n", "\n", "<img src=\"results\\figures\\presentation\\applied\\4.png\" width=\"400\" height=\"400\" align=\"center\"/>\n", "\n", "<br/>" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "### Bayesian Approach to Inference - Parameters Estimation \n", "\n", "A Western traveler asks an Oriental philosopher to describe the nature of the world: \n", " \n", "“It is a great ball resting on the flat back of the world turtle.” \n", "“Ah yes, but what does the world turtle stand on?” \n", "“On the back of a still larger turtle.” \n", "“Yes, but what does he stand on?” \n", "“A very perceptive question. But it’s no use, mister; it’s turtles all the way down.”\n", "\n", "<br/>\n", "\n", "<img src=\"results\\figures\\presentation\\6.jpg\" width=\"300\" height=\"300\" align=\"center\"/>\n", "\n", "<br/>" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "### Bayesian Approach to Inference - DAG have Parameters and Distributions all the Way Down\n", "\n", "<br/>\n", "\n", "#### <center> What is the proportion of good reviews <center>" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "fragment" } }, "source": [ "<br/>\n", "\n", "<center> $outcome \\sim Binomial(n, p)$ <center>\n", "<center> $p \\sim Beta(\\alpha, \\beta)$ <center>\n", "\n", "<br/>\n", "\n", "<img src=\"results\\figures\\presentation\\8.png\" width=\"400\" height=\"400\" align=\"center\"/> " ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "### Bayesian Approach to Inference - DAG have Parameters and Distributions all the Way Down\n", "\n", "<br />\n", "<center> $outcome \\sim Binomial(n, p)$ <center>\n", "<center> $p \\sim Beta(\\alpha, \\beta)$ <center>\n", "<center> $\\alpha \\sim HalfNormal(\\sigma_\\alpha)$ <center>\n", "<center> $\\beta \\sim HalfNormal(\\sigma_\\beta)$ <center>\n", "<br />\n", "<img src=\"results\\figures\\presentation\\9.png\" width=\"500\" height=\"500\" align=\"center\"/> " ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "## PyMC3\n", "\n", "### High level framework:\n", "\n", "### 1. Bayesian modelling and probabilistic machine learning \n", "### 2. Built on top of Theano\n", "### 3. Computational graphs and fast(er) inferecne" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "### PyMC3 - Model Building\n", "#### <center> What is the proportion of good reviews after observing 333 of them out of 656 total ?<center>" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "fragment" } }, "source": [ "<center> $good\\, reviews \\sim Binomial(total\\, reviews, proportion)$ <center>\n", "<center> $proportion \\sim Beta(\\alpha, \\beta)$ <center>" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "fragment" } }, "source": [ "```python\n", "TOTAL_REVIEWS = 656\n", "GOOD_REVIEWS = 333\n", "\n", "with pm.Model() as p_esitmation_model:\n", " \n", " # prior distribution of the paramter to estimate\n", " theta = pm.Beta(\n", " alpha=2,\n", " beta=2,\n", " name='parameter_p')\n", "```\n", "```python\n", " # the outocme distribution\n", " outcome = pm.Binomial(\n", " p=theta,\n", " observed=GOOD_REVIEWS,\n", " n=TOTAL_REVIEWS,\n", " name='outcome'\n", " )\n", "\n", "```" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "### PyMC3 - Model Building\n", "#### <center> What is the number of total reviews and the proportion of good reviews after observing 333 of them?<center>" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "fragment" } }, "source": [ "<center> $good\\, reviews \\sim Binomial(total\\, reviews, proportion)$ <center>\n", "<center> $proportion \\sim Beta(\\alpha, \\beta)$ <center>\n", "<center> $total\\, reviews \\sim Poisson(\\lambda)$ <center> " ] }, { "cell_type": "code", "execution_count": 18, "metadata": { "slideshow": { "slide_type": "subslide" } }, "outputs": [], "source": [ "GOOD_REVIEWS = np.random.binomial(666, 0.52, 100)\n", "\n", "def build_model(observed):\n", " \"\"\"\n", " Function for building a PyMC3 model\n", " \n", " Arguments:\n", " observed: value or array of values, data to fit the model on\n", " \n", " Returns:\n", " estimation_model: A PyMC3 model\n", " \"\"\"\n", " with pm.Model() as esitmation_model:\n", "\n", " # prior distribution of the paramter to estimate\n", " p = pm.Beta(\n", " alpha=3,\n", " beta=3,\n", " name='proportion'\n", " )\n", "\n", " # prior distribution of the paramter to estimate\n", " n = pm.Poisson(\n", " mu=666,\n", " name='total reviews'\n", " )\n", "\n", " # the outocme distribution\n", " outcome = pm.Binomial(\n", " p=p,\n", " observed=GOOD_REVIEWS,\n", " n=n,\n", " name='good reviews'\n", " )\n", " \n", " return esitmation_model" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "### PyMC3 - Model Inspecting" ] }, { "cell_type": "code", "execution_count": 19, "metadata": { "slideshow": { "slide_type": "fragment" } }, "outputs": [ { "data": { "image/svg+xml": [ "<?xml version=\"1.0\" encoding=\"UTF-8\" standalone=\"no\"?>\r\n", "<!DOCTYPE svg PUBLIC \"-//W3C//DTD SVG 1.1//EN\"\r\n", " \"http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd\">\r\n", "<!-- Generated by graphviz version 2.38.0 (20140413.2041)\r\n", " -->\r\n", "<!-- Title: %3 Pages: 1 -->\r\n", "<svg width=\"256pt\" height=\"233pt\"\r\n", " viewBox=\"0.00 0.00 256.26 232.91\" xmlns=\"http://www.w3.org/2000/svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\">\r\n", "<g id=\"graph0\" class=\"graph\" transform=\"scale(1 1) rotate(0) translate(4 228.907)\">\r\n", "<title>%3</title>\r\n", "<polygon fill=\"white\" stroke=\"none\" points=\"-4,4 -4,-228.907 252.258,-228.907 252.258,4 -4,4\"/>\r\n", "<g id=\"clust1\" class=\"cluster\"><title>cluster100</title>\r\n", "<path fill=\"none\" stroke=\"black\" d=\"M65.8112,-8C65.8112,-8 187.811,-8 187.811,-8 193.811,-8 199.811,-14 199.811,-20 199.811,-20 199.811,-109.953 199.811,-109.953 199.811,-115.953 193.811,-121.953 187.811,-121.953 187.811,-121.953 65.8112,-121.953 65.8112,-121.953 59.8112,-121.953 53.8112,-115.953 53.8112,-109.953 53.8112,-109.953 53.8112,-20 53.8112,-20 53.8112,-14 59.8112,-8 65.8112,-8\"/>\r\n", "<text text-anchor=\"middle\" x=\"181.311\" y=\"-15.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">100</text>\r\n", "</g>\r\n", "<!-- total reviews -->\r\n", "<g id=\"node1\" class=\"node\"><title>total reviews</title>\r\n", "<ellipse fill=\"none\" stroke=\"black\" cx=\"60.8112\" cy=\"-187.43\" rx=\"60.623\" ry=\"37.4533\"/>\r\n", "<text text-anchor=\"middle\" x=\"60.8112\" y=\"-198.73\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">total reviews</text>\r\n", "<text text-anchor=\"middle\" x=\"60.8112\" y=\"-183.73\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">~</text>\r\n", "<text text-anchor=\"middle\" x=\"60.8112\" y=\"-168.73\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">Poisson</text>\r\n", "</g>\r\n", "<!-- good reviews -->\r\n", "<g id=\"node3\" class=\"node\"><title>good reviews</title>\r\n", "<ellipse fill=\"lightgrey\" stroke=\"black\" cx=\"126.811\" cy=\"-76.4767\" rx=\"65.1077\" ry=\"37.4533\"/>\r\n", "<text text-anchor=\"middle\" x=\"126.811\" y=\"-87.7767\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">good reviews</text>\r\n", "<text text-anchor=\"middle\" x=\"126.811\" y=\"-72.7767\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">~</text>\r\n", "<text text-anchor=\"middle\" x=\"126.811\" y=\"-57.7767\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">Binomial</text>\r\n", "</g>\r\n", "<!-- total reviews->good reviews -->\r\n", "<g id=\"edge1\" class=\"edge\"><title>total reviews->good reviews</title>\r\n", "<path fill=\"none\" stroke=\"black\" d=\"M81.694,-151.956C87.7129,-142.02 94.3563,-131.053 100.652,-120.66\"/>\r\n", "<polygon fill=\"black\" stroke=\"black\" points=\"103.65,-122.466 105.838,-112.1 97.6629,-118.84 103.65,-122.466\"/>\r\n", "</g>\r\n", "<!-- proportion -->\r\n", "<g id=\"node2\" class=\"node\"><title>proportion</title>\r\n", "<ellipse fill=\"none\" stroke=\"black\" cx=\"193.811\" cy=\"-187.43\" rx=\"54.3945\" ry=\"37.4533\"/>\r\n", "<text text-anchor=\"middle\" x=\"193.811\" y=\"-198.73\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">proportion</text>\r\n", "<text text-anchor=\"middle\" x=\"193.811\" y=\"-183.73\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">~</text>\r\n", "<text text-anchor=\"middle\" x=\"193.811\" y=\"-168.73\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">Beta</text>\r\n", "</g>\r\n", "<!-- proportion->good reviews -->\r\n", "<g id=\"edge2\" class=\"edge\"><title>proportion->good reviews</title>\r\n", "<path fill=\"none\" stroke=\"black\" d=\"M172.979,-152.554C166.797,-142.5 159.94,-131.349 153.443,-120.784\"/>\r\n", "<polygon fill=\"black\" stroke=\"black\" points=\"156.312,-118.768 148.092,-112.083 150.349,-122.435 156.312,-118.768\"/>\r\n", "</g>\r\n", "</g>\r\n", "</svg>\r\n" ], "text/plain": [ "<graphviz.dot.Digraph at 0x2a8ddbc3a20>" ] }, "execution_count": 19, "metadata": {}, "output_type": "execute_result" } ], "source": [ "with build_model(GOOD_REVIEWS):\n", " \n", " graph = pm.model_graph.model_to_graphviz()\n", "\n", "graph " ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "### PyMC3 - Model Inspecting" ] }, { "cell_type": "code", "execution_count": 20, "metadata": { "slideshow": { "slide_type": "fragment" } }, "outputs": [], "source": [ "with build_model(GOOD_REVIEWS):\n", " \n", " # we sample from the prior distribution of \n", " # the paramters\n", " prior_checks = pm.sample_prior_predictive(\n", " samples=1000\n", " )" ] }, { "cell_type": "code", "execution_count": 21, "metadata": { "slideshow": { "slide_type": "fragment" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 576x576 with 3 Axes>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from modules.visuals import visualize_bivariate_parameter_grid\n", "\n", "visualize_bivariate_parameter_grid(\n", " parameter_1=prior_checks['total reviews'], \n", " parameter_2=prior_checks['proportion'],\n", " parameter_1_name='Total Number Reviews', \n", " parameter_2_name='Proportion of Good Reviews',\n", " height=8\n", ")" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "### PyMC3 - Model Fitting" ] }, { "cell_type": "code", "execution_count": 22, "metadata": { "slideshow": { "slide_type": "fragment" } }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Sequential sampling (2 chains in 1 job)\n", "CompoundStep\n", ">NUTS: [proportion]\n", ">Metropolis: [total reviews]\n" ] }, { "data": { "text/html": [ "\n", " <div>\n", " <style>\n", " /* Turns off some styling */\n", " progress {\n", " /* gets rid of default border in Firefox and Opera. */\n", " border: none;\n", " /* Needs to be in here for Safari polyfill so background images work as expected. */\n", " background-size: auto;\n", " }\n", " .progress-bar-interrupted, .progress-bar-interrupted::-webkit-progress-bar {\n", " background: #F44336;\n", " }\n", " </style>\n", " <progress value='3000' class='' max='3000' style='width:300px; height:20px; vertical-align: middle;'></progress>\n", " 100.00% [3000/3000 00:03<00:00 Sampling chain 0, 0 divergences]\n", " </div>\n", " " ], "text/plain": [ "<IPython.core.display.HTML object>" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "\n", " <div>\n", " <style>\n", " /* Turns off some styling */\n", " progress {\n", " /* gets rid of default border in Firefox and Opera. */\n", " border: none;\n", " /* Needs to be in here for Safari polyfill so background images work as expected. */\n", " background-size: auto;\n", " }\n", " .progress-bar-interrupted, .progress-bar-interrupted::-webkit-progress-bar {\n", " background: #F44336;\n", " }\n", " </style>\n", " <progress value='3000' class='' max='3000' style='width:300px; height:20px; vertical-align: middle;'></progress>\n", " 100.00% [3000/3000 00:03<00:00 Sampling chain 1, 0 divergences]\n", " </div>\n", " " ], "text/plain": [ "<IPython.core.display.HTML object>" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "Sampling 2 chains for 1_000 tune and 2_000 draw iterations (2_000 + 4_000 draws total) took 7 seconds.\n", "The rhat statistic is larger than 1.4 for some parameters. The sampler did not converge.\n", "The estimated number of effective samples is smaller than 200 for some parameters.\n" ] } ], "source": [ "with build_model(GOOD_REVIEWS):\n", " \n", " # find the posterior distribution using MCMC \n", " train_traces = pm.sample(\n", " draws=2000,\n", " chains=2,\n", " tune=1000,\n", " cores=1\n", " )" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "### PyMC3 - Model Evaluating" ] }, { "cell_type": "code", "execution_count": 23, "metadata": { "slideshow": { "slide_type": "fragment" } }, "outputs": [ { "data": { "text/html": [ "\n", " <div>\n", " <style>\n", " /* Turns off some styling */\n", " progress {\n", " /* gets rid of default border in Firefox and Opera. */\n", " border: none;\n", " /* Needs to be in here for Safari polyfill so background images work as expected. */\n", " background-size: auto;\n", " }\n", " .progress-bar-interrupted, .progress-bar-interrupted::-webkit-progress-bar {\n", " background: #F44336;\n", " }\n", " </style>\n", " <progress value='4000' class='' max='4000' style='width:300px; height:20px; vertical-align: middle;'></progress>\n", " 100.00% [4000/4000 00:04<00:00]\n", " </div>\n", " " ], "text/plain": [ "<IPython.core.display.HTML object>" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 864x288 with 4 Axes>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "with build_model(GOOD_REVIEWS):\n", " \n", " # sample from the posterior distribution of the parameters\n", " posterior_checks = pm.sample_posterior_predictive(\n", " train_traces,\n", " var_names=['total reviews', 'proportion', 'good reviews']\n", " )\n", " \n", " pm.plot_trace(train_traces)" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "### PyMC3 - Model Evaluating" ] }, { "cell_type": "code", "execution_count": 24, "metadata": { "slideshow": { "slide_type": "fragment" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 504x504 with 3 Axes>" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ " mean sd hdi_3% hdi_97% r_hat\n", "total reviews 674.574 17.086 647.000 704.000 1.83\n", "proportion 0.515 0.013 0.492 0.537 1.82\n" ] } ], "source": [ "with build_model(GOOD_REVIEWS):\n", " \n", " # visualize the posterior distribution\n", " visualize_bivariate_parameter_grid(\n", " parameter_1=posterior_checks['total reviews'], \n", " parameter_2=posterior_checks['proportion'],\n", " parameter_1_name='Total Number Reviews', \n", " parameter_2_name='Proportion of Good Reviews',\n", " height=7\n", " )\n", " \n", " print(pm.summary(train_traces)[['mean', 'sd', 'hdi_3%', 'hdi_97%', 'r_hat']])" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "### PyMC3 - Model Predicting" ] }, { "cell_type": "code", "execution_count": 25, "metadata": { "slideshow": { "slide_type": "fragment" } }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "C:\\Users\\valeriob\\AppData\\Local\\Continuum\\anaconda3\\envs\\workshop_env\\lib\\site-packages\\seaborn\\distributions.py:2551: FutureWarning: `distplot` is a deprecated function and will be removed in a future version. Please adapt your code to use either `displot` (a figure-level function with similar flexibility) or `histplot` (an axes-level function for histograms).\n", " warnings.warn(msg, FutureWarning)\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 720x720 with 1 Axes>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(10, 10))\n", "sns.distplot(posterior_checks['good reviews'])\n", "plt.xlabel('Predicted Number of Good Reviews')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "## Applied Examples" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "### Applied Examples - PyMC3 vs scikit-learn" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "fragment" } }, "source": [ "### <center> Which one is best? </center>" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "fragment" } }, "source": [ "### <center> It depends! </center>" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "fragment" } }, "source": [ "<center>\n", "\n", "| **PyMC3 - Framework** | **scikit-learn - Toolbox** |\n", "|:-------------: |:----------------:|\n", "| Flexible | Constrained |\n", "| Modelling / Analysis | Machine-learning |\n", "| White-box | Grey-box |\n", "| Non-smooth API | Smooth API |\n", "| In theory works on GCP | Built for GCP |\n", "| More Thinking | Less Thinking |\n", "| More Tinkering | Less Tinkering |\n", "| More Thinking | Less Thinking |\n", "| More Control | Less Control |\n", "| More Insights | Less Insights |\n", "\n", "</center>" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "### Applied Examples - scikit-learn Bayesian Ridge Regression" ] }, { "cell_type": "code", "execution_count": 26, "metadata": { "slideshow": { "slide_type": "fragment" } }, "outputs": [], "source": [ "# sklearn will do \"bayesian\" fitting \n", "# but will return point estimate for the parameters\n", "from sklearn.linear_model import BayesianRidge\n", "\n", "ridge_model = BayesianRidge(\n", " alpha_1=0.01, # prior Gamma\n", " alpha_2=0.01, # prior Gamma\n", " lambda_1=0.01, # prior Gamma\n", " lambda_2=0.01 # prior Gamma\n", ")" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "### Applied Examples - PyMC3 Bayesian Ridge Regression" ] }, { "cell_type": "code", "execution_count": 27, "metadata": { "slideshow": { "slide_type": "fragment" } }, "outputs": [], "source": [ "X = np.random.random(100)\n", "y = np.random.random(100)\n", "# PyMC3 will return distribution for the parameters\n", "with pm.Model() as ridge_model:\n", " # I decide that my intercpet comes from a normal distribution\n", " intercept = pm.Normal(\n", " 'Intercept',\n", " mu=0.,\n", " sigma=1.\n", " )\n", " # I decide which type of prior I want to put on the slope\n", " slope_sigma = pm.Gamma(\n", " 'Slope Sigma',\n", " alpha=0.01,\n", " beta=0.01\n", " )\n", " slope = pm.Normal(\n", " 'Slope',\n", " mu=0,\n", " sd=slope_sigma ,\n", " )\n", " mu = intercept + slope*X\n", " sigma = pm.HalfCauchy(\n", " 'sigma',\n", " beta=10.\n", " )\n", " # I decide that my outcome is normally distributed\n", " outcome = pm.Normal(\n", " 'y',\n", " mu=mu,\n", " sd=sigma,\n", " observed=y\n", " )" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "### Applied Examples - Impact of Advertising Spending on Net Revenue" ] }, { "cell_type": "code", "execution_count": 28, "metadata": { "slideshow": { "slide_type": "subslide" } }, "outputs": [], "source": [ "from modules.visuals import visualize_bivariate_relationship\n", "\n", "X, y, coef = make_regression(\n", " n_samples=100,\n", " n_features=1,\n", " bias=200,\n", " noise=50,\n", " coef=True,\n", " random_state=56\n", ")\n", "X = (X - X.mean()) / X.std()\n", "X = X.flatten()" ] }, { "cell_type": "code", "execution_count": 29, "metadata": { "slideshow": { "slide_type": "subslide" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Real Coefficient 12.04988641563446\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 720x576 with 1 Axes>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "print(f'Real Coefficient {coef}')\n", "visualize_bivariate_relationship(\n", " X=X,\n", " y=y,\n", " X_label='Advertising Spending',\n", " y_label='Net Revenue',\n", " title=f'Impact of Advertising Spending on Net Revenue',\n", ")" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "<center> $y_i \\sim N(\\mu_i, \\sigma)$ <center>\n", " \n", "<center> $\\sigma \\sim Exponential(\\lambda)$ <center> \n", " \n", "<center> $\\mu_i \\sim \\beta_0 + \\beta_1 X_i$ <center> \n", " \n", "<center> $\\beta_0 \\sim N(\\mu, \\sigma)$ <center> \n", " \n", "<center> $\\beta_1 \\sim N(\\mu, \\sigma)$ <center> " ] }, { "cell_type": "code", "execution_count": 30, "metadata": { "slideshow": { "slide_type": "fragment" } }, "outputs": [ { "data": { "image/svg+xml": [ "<?xml version=\"1.0\" encoding=\"UTF-8\" standalone=\"no\"?>\r\n", "<!DOCTYPE svg PUBLIC \"-//W3C//DTD SVG 1.1//EN\"\r\n", " \"http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd\">\r\n", "<!-- Generated by graphviz version 2.38.0 (20140413.2041)\r\n", " -->\r\n", "<!-- Title: %3 Pages: 1 -->\r\n", "<svg width=\"323pt\" height=\"344pt\"\r\n", " viewBox=\"0.00 0.00 322.69 343.86\" xmlns=\"http://www.w3.org/2000/svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\">\r\n", "<g id=\"graph0\" class=\"graph\" transform=\"scale(1 1) rotate(0) translate(4 339.86)\">\r\n", "<title>%3</title>\r\n", "<polygon fill=\"white\" stroke=\"none\" points=\"-4,4 -4,-339.86 318.69,-339.86 318.69,4 -4,4\"/>\r\n", "<g id=\"clust1\" class=\"cluster\"><title>cluster100</title>\r\n", "<path fill=\"none\" stroke=\"black\" d=\"M20,-8C20,-8 176,-8 176,-8 182,-8 188,-14 188,-20 188,-20 188,-209.93 188,-209.93 188,-215.93 182,-221.93 176,-221.93 176,-221.93 20,-221.93 20,-221.93 14,-221.93 8,-215.93 8,-209.93 8,-209.93 8,-20 8,-20 8,-14 14,-8 20,-8\"/>\r\n", "<text text-anchor=\"middle\" x=\"169.5\" y=\"-15.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">100</text>\r\n", "</g>\r\n", "<!-- Slope -->\r\n", "<g id=\"node1\" class=\"node\"><title>Slope</title>\r\n", "<ellipse fill=\"none\" stroke=\"black\" cx=\"45\" cy=\"-298.383\" rx=\"41.0244\" ry=\"37.4533\"/>\r\n", "<text text-anchor=\"middle\" x=\"45\" y=\"-309.683\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">Slope</text>\r\n", "<text text-anchor=\"middle\" x=\"45\" y=\"-294.683\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">~</text>\r\n", "<text text-anchor=\"middle\" x=\"45\" y=\"-279.683\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">Normal</text>\r\n", "</g>\r\n", "<!-- mu ~ Intercept + Slope*X -->\r\n", "<g id=\"node4\" class=\"node\"><title>mu ~ Intercept + Slope*X</title>\r\n", "<polygon fill=\"none\" stroke=\"black\" points=\"179.5,-213.93 16.5,-213.93 16.5,-160.93 179.5,-160.93 179.5,-213.93\"/>\r\n", "<text text-anchor=\"middle\" x=\"98\" y=\"-198.73\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">mu ~ Intercept + Slope*X</text>\r\n", "<text text-anchor=\"middle\" x=\"98\" y=\"-183.73\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">~</text>\r\n", "<text text-anchor=\"middle\" x=\"98\" y=\"-168.73\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">Deterministic</text>\r\n", "</g>\r\n", "<!-- Slope->mu ~ Intercept + Slope*X -->\r\n", "<g id=\"edge2\" class=\"edge\"><title>Slope->mu ~ Intercept + Slope*X</title>\r\n", "<path fill=\"none\" stroke=\"black\" d=\"M61.3342,-263.805C67.5998,-250.924 74.759,-236.207 81.0785,-223.216\"/>\r\n", "<polygon fill=\"black\" stroke=\"black\" points=\"84.2798,-224.636 85.5069,-214.112 77.9851,-221.574 84.2798,-224.636\"/>\r\n", "</g>\r\n", "<!-- Intercept -->\r\n", "<g id=\"node2\" class=\"node\"><title>Intercept</title>\r\n", "<ellipse fill=\"none\" stroke=\"black\" cx=\"151\" cy=\"-298.383\" rx=\"46.8387\" ry=\"37.4533\"/>\r\n", "<text text-anchor=\"middle\" x=\"151\" y=\"-309.683\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">Intercept</text>\r\n", "<text text-anchor=\"middle\" x=\"151\" y=\"-294.683\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">~</text>\r\n", "<text text-anchor=\"middle\" x=\"151\" y=\"-279.683\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">Normal</text>\r\n", "</g>\r\n", "<!-- Intercept->mu ~ Intercept + Slope*X -->\r\n", "<g id=\"edge1\" class=\"edge\"><title>Intercept->mu ~ Intercept + Slope*X</title>\r\n", "<path fill=\"none\" stroke=\"black\" d=\"M134.376,-263.209C128.231,-250.577 121.26,-236.246 115.076,-223.534\"/>\r\n", "<polygon fill=\"black\" stroke=\"black\" points=\"118.049,-221.644 110.527,-214.182 111.754,-224.706 118.049,-221.644\"/>\r\n", "</g>\r\n", "<!-- Sigma -->\r\n", "<g id=\"node3\" class=\"node\"><title>Sigma</title>\r\n", "<ellipse fill=\"none\" stroke=\"black\" cx=\"256\" cy=\"-187.43\" rx=\"58.8803\" ry=\"37.4533\"/>\r\n", "<text text-anchor=\"middle\" x=\"256\" y=\"-198.73\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">Sigma</text>\r\n", "<text text-anchor=\"middle\" x=\"256\" y=\"-183.73\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">~</text>\r\n", "<text text-anchor=\"middle\" x=\"256\" y=\"-168.73\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">HalfCauchy</text>\r\n", "</g>\r\n", "<!-- y -->\r\n", "<g id=\"node5\" class=\"node\"><title>y</title>\r\n", "<ellipse fill=\"lightgrey\" stroke=\"black\" cx=\"118\" cy=\"-76.4767\" rx=\"41.0244\" ry=\"37.4533\"/>\r\n", "<text text-anchor=\"middle\" x=\"118\" y=\"-87.7767\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">y</text>\r\n", "<text text-anchor=\"middle\" x=\"118\" y=\"-72.7767\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">~</text>\r\n", "<text text-anchor=\"middle\" x=\"118\" y=\"-57.7767\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">Normal</text>\r\n", "</g>\r\n", "<!-- Sigma->y -->\r\n", "<g id=\"edge4\" class=\"edge\"><title>Sigma->y</title>\r\n", "<path fill=\"none\" stroke=\"black\" d=\"M219.742,-157.804C200.37,-142.51 176.516,-123.676 156.776,-108.091\"/>\r\n", "<polygon fill=\"black\" stroke=\"black\" points=\"158.891,-105.301 148.873,-101.852 154.553,-110.795 158.891,-105.301\"/>\r\n", "</g>\r\n", "<!-- mu ~ Intercept + Slope*X->y -->\r\n", "<g id=\"edge3\" class=\"edge\"><title>mu ~ Intercept + Slope*X->y</title>\r\n", "<path fill=\"none\" stroke=\"black\" d=\"M102.689,-160.885C104.73,-149.768 107.186,-136.387 109.528,-123.629\"/>\r\n", "<polygon fill=\"black\" stroke=\"black\" points=\"113.008,-124.054 111.372,-113.586 106.123,-122.79 113.008,-124.054\"/>\r\n", "</g>\r\n", "</g>\r\n", "</svg>\r\n" ], "text/plain": [ "<graphviz.dot.Digraph at 0x2a899aa0630>" ] }, "execution_count": 30, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from modules.stats.models.linear_models import BivariateRegression\n", "\n", "model = BivariateRegression(\n", " intercept_prior=(0, 100),\n", " slope_prior=(0, 100),\n", " likelihood_sigma_prior=100,\n", " X=X,\n", " y=y\n", ")\n", "model.show_plate()" ] }, { "cell_type": "code", "execution_count": 31, "metadata": { "slideshow": { "slide_type": "subslide" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 720x576 with 1 Axes>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "model.show_prior_summary()" ] }, { "cell_type": "code", "execution_count": 32, "metadata": { "slideshow": { "slide_type": "subslide" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 720x576 with 1 Axes>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "new_parameters = {\n", " 'intercept_prior': (200, 10),\n", " 'slope_prior': (15, 1),\n", " 'likelihood_sigma_prior': 10\n", " \n", "}\n", "model.riparametrize_priors(new_parameters=new_parameters)\n", "model.show_prior_summary()" ] }, { "cell_type": "code", "execution_count": 33, "metadata": { "slideshow": { "slide_type": "subslide" } }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Auto-assigning NUTS sampler...\n", "Initializing NUTS using adapt_diag...\n", "Sequential sampling (2 chains in 1 job)\n", "NUTS: [Sigma, Slope, Intercept]\n" ] }, { "data": { "text/html": [ "\n", " <div>\n", " <style>\n", " /* Turns off some styling */\n", " progress {\n", " /* gets rid of default border in Firefox and Opera. */\n", " border: none;\n", " /* Needs to be in here for Safari polyfill so background images work as expected. */\n", " background-size: 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vertical-align: middle;'></progress>\n", " 100.00% [3000/3000 00:04<00:00 Sampling chain 1, 0 divergences]\n", " </div>\n", " " ], "text/plain": [ "<IPython.core.display.HTML object>" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "Sampling 2 chains for 2_000 tune and 1_000 draw iterations (4_000 + 2_000 draws total) took 9 seconds.\n" ] } ], "source": [ "model.fit(\n", " MAP=False, \n", " draws=1000, \n", " tune=2000,\n", " target_accept=.90,\n", " chains=2,\n", " cores=1,\n", " init='adapt_diag'\n", ")" ] }, { "cell_type": "code", "execution_count": 34, "metadata": { "scrolled": false, "slideshow": { "slide_type": "subslide" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "MCMC Estimates\n", "\n", " mean sd hdi_3% hdi_97%\n", "Intercept 190.884 3.874 183.494 197.808\n", "Slope 15.098 0.993 13.337 16.927\n" ] }, { "data": { "text/html": [ "\n", " <div>\n", " <style>\n", " /* Turns off some styling 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\n", "text/plain": [ "<Figure size 864x576 with 8 Axes>" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 720x576 with 1 Axes>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ " model.show_posterior_summary(parameters_name=['Intercept', 'Slope'])" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "### Applied Examples - Estimating Future Web Traffic " ] }, { "cell_type": "code", "execution_count": 35, "metadata": { "slideshow": { "slide_type": "subslide" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 576x576 with 1 Axes>" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "intercept: 46\n", "slope: 0.34198991038831933\n" ] } ], "source": [ "from modules.utils.data_utils import generate_poisson_ar_data\n", "from modules.visuals import visualize_time_series\n", " \n", "process, true_parameters = generate_poisson_ar_data(\n", " lam_int=50,\n", " slope_a=5,\n", " slope_b=5,\n", " burn_factor=3,\n", " time_steps=48\n", ")\n", "\n", "X = process[:-1]\n", "y = process[1:]\n", "\n", "X_tr = X[:-12]\n", "y_tr = y[:-12]\n", "\n", "X_ts = X[-12:]\n", "y_ts = y[-12:]\n", "\n", "visualize_time_series(\n", " X=[i for i in range(len(process))], \n", " y=process, \n", " prediction_point=36, \n", " X_label='Months', \n", " y_label='Number of Visits',\n", " figsize=(8, 8)\n", ")\n", "for parameter_name, parameter_value in true_parameters.items():\n", " \n", " print(f'{parameter_name}: {parameter_value}')" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "<center> $y_t \\sim Poisson(\\lambda_t)$ <center>\n", "<center> $\\lambda_t \\sim \\alpha + \\beta y_{t-1}$ <center> \n", "<center> $\\alpha \\sim Poisson(\\lambda)$ <center>\n", "<center> $\\beta \\sim Beta(\\alpha, \\beta)$ <center>" ] }, { "cell_type": "code", "execution_count": 36, "metadata": { "slideshow": { "slide_type": "fragment" } }, "outputs": [ { "data": { "image/svg+xml": [ "<?xml version=\"1.0\" encoding=\"UTF-8\" standalone=\"no\"?>\r\n", "<!DOCTYPE svg PUBLIC \"-//W3C//DTD SVG 1.1//EN\"\r\n", " \"http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd\">\r\n", "<!-- Generated by graphviz version 2.38.0 (20140413.2041)\r\n", " -->\r\n", "<!-- Title: %3 Pages: 1 -->\r\n", "<svg width=\"238pt\" height=\"322pt\"\r\n", " viewBox=\"0.00 0.00 238.00 321.91\" xmlns=\"http://www.w3.org/2000/svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\">\r\n", "<g id=\"graph0\" class=\"graph\" transform=\"scale(1 1) rotate(0) translate(4 317.907)\">\r\n", "<title>%3</title>\r\n", "<polygon fill=\"white\" stroke=\"none\" points=\"-4,4 -4,-317.907 234,-317.907 234,4 -4,4\"/>\r\n", "<g id=\"clust1\" class=\"cluster\"><title>cluster35</title>\r\n", "<path fill=\"none\" stroke=\"black\" d=\"M20,-8C20,-8 210,-8 210,-8 216,-8 222,-14 222,-20 222,-20 222,-198.953 222,-198.953 222,-204.953 216,-210.953 210,-210.953 210,-210.953 20,-210.953 20,-210.953 14,-210.953 8,-204.953 8,-198.953 8,-198.953 8,-20 8,-20 8,-14 14,-8 20,-8\"/>\r\n", "<text text-anchor=\"middle\" x=\"207\" y=\"-15.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">35</text>\r\n", "</g>\r\n", "<!-- Slope -->\r\n", "<g id=\"node1\" class=\"node\"><title>Slope</title>\r\n", "<ellipse fill=\"none\" stroke=\"black\" cx=\"66\" cy=\"-276.43\" rx=\"34.7971\" ry=\"37.4533\"/>\r\n", "<text text-anchor=\"middle\" x=\"66\" y=\"-287.73\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">Slope</text>\r\n", "<text text-anchor=\"middle\" x=\"66\" y=\"-272.73\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">~</text>\r\n", "<text text-anchor=\"middle\" x=\"66\" y=\"-257.73\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">Beta</text>\r\n", "</g>\r\n", "<!-- lambda ~ Intercept + Slope*yt-1 -->\r\n", "<g id=\"node3\" class=\"node\"><title>lambda ~ Intercept + Slope*yt-1</title>\r\n", "<polygon fill=\"none\" stroke=\"black\" points=\"214,-202.953 16,-202.953 16,-149.953 214,-149.953 214,-202.953\"/>\r\n", "<text text-anchor=\"middle\" x=\"115\" y=\"-187.753\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">lambda ~ Intercept + Slope*yt-1</text>\r\n", "<text text-anchor=\"middle\" x=\"115\" y=\"-172.753\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">~</text>\r\n", "<text text-anchor=\"middle\" x=\"115\" y=\"-157.753\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">Deterministic</text>\r\n", "</g>\r\n", "<!-- Slope->lambda ~ Intercept + Slope*yt-1 -->\r\n", "<g id=\"edge2\" class=\"edge\"><title>Slope->lambda ~ Intercept + Slope*yt-1</title>\r\n", "<path fill=\"none\" stroke=\"black\" d=\"M82.1802,-243.077C87.0812,-233.278 92.4862,-222.47 97.4712,-212.503\"/>\r\n", "<polygon fill=\"black\" stroke=\"black\" points=\"100.749,-213.773 102.092,-203.264 94.4884,-210.642 100.749,-213.773\"/>\r\n", "</g>\r\n", "<!-- Intercept -->\r\n", "<g id=\"node2\" class=\"node\"><title>Intercept</title>\r\n", "<ellipse fill=\"none\" stroke=\"black\" cx=\"165\" cy=\"-276.43\" rx=\"46.8387\" ry=\"37.4533\"/>\r\n", "<text text-anchor=\"middle\" x=\"165\" y=\"-287.73\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">Intercept</text>\r\n", "<text text-anchor=\"middle\" x=\"165\" y=\"-272.73\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">~</text>\r\n", "<text text-anchor=\"middle\" x=\"165\" y=\"-257.73\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">Normal</text>\r\n", "</g>\r\n", "<!-- Intercept->lambda ~ Intercept + Slope*yt-1 -->\r\n", "<g id=\"edge1\" class=\"edge\"><title>Intercept->lambda ~ Intercept + Slope*yt-1</title>\r\n", "<path fill=\"none\" stroke=\"black\" d=\"M147.653,-241.437C142.83,-231.986 137.586,-221.711 132.741,-212.217\"/>\r\n", "<polygon fill=\"black\" stroke=\"black\" points=\"135.721,-210.358 128.058,-203.042 129.486,-213.54 135.721,-210.358\"/>\r\n", "</g>\r\n", "<!-- y -->\r\n", "<g id=\"node4\" class=\"node\"><title>y</title>\r\n", "<ellipse fill=\"lightgrey\" stroke=\"black\" cx=\"115\" cy=\"-76.4767\" rx=\"43.6818\" ry=\"37.4533\"/>\r\n", "<text text-anchor=\"middle\" x=\"115\" y=\"-87.7767\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">y</text>\r\n", "<text text-anchor=\"middle\" x=\"115\" y=\"-72.7767\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">~</text>\r\n", "<text text-anchor=\"middle\" x=\"115\" y=\"-57.7767\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">Poisson</text>\r\n", "</g>\r\n", "<!-- lambda ~ Intercept + Slope*yt-1->y -->\r\n", "<g id=\"edge3\" class=\"edge\"><title>lambda ~ Intercept + Slope*yt-1->y</title>\r\n", "<path fill=\"none\" stroke=\"black\" d=\"M115,-149.711C115,-141.887 115,-133.033 115,-124.272\"/>\r\n", "<polygon fill=\"black\" stroke=\"black\" points=\"118.5,-124.099 115,-114.099 111.5,-124.099 118.5,-124.099\"/>\r\n", "</g>\r\n", "</g>\r\n", "</svg>\r\n" ], "text/plain": [ "<graphviz.dot.Digraph at 0x2a89a2756d8>" ] }, "execution_count": 36, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from modules.stats.models.linear_models import PoissonAR1\n", "\n", "ar_1_model = PoissonAR1(\n", " X=X_tr,\n", " y=y_tr,\n", " intercept_prior=50,\n", " slope_prior=(5, 5),\n", ")\n", "ar_1_model.show_plate()" ] }, { "cell_type": "code", "execution_count": 37, "metadata": { "slideshow": { "slide_type": "subslide" } }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Auto-assigning NUTS sampler...\n", "Initializing NUTS using jitter+adapt_diag...\n", "Sequential sampling (2 chains in 1 job)\n", "NUTS: [Slope, Intercept]\n" ] }, { "data": { "text/html": [ "\n", " <div>\n", " <style>\n", " /* Turns off some styling */\n", " progress {\n", " /* gets rid of default border in Firefox and Opera. */\n", " border: none;\n", " /* Needs to be in here for Safari polyfill so background images work as expected. */\n", " background-size: auto;\n", " }\n", " .progress-bar-interrupted, .progress-bar-interrupted::-webkit-progress-bar {\n", " background: #F44336;\n", " }\n", " </style>\n", " <progress value='10000' class='' max='10000' style='width:300px; height:20px; vertical-align: middle;'></progress>\n", " 100.00% [10000/10000 00:16<00:00 Sampling chain 0, 0 divergences]\n", " </div>\n", " " ], "text/plain": [ "<IPython.core.display.HTML object>" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/html": [ "\n", " <div>\n", " <style>\n", " /* Turns off some styling */\n", " progress {\n", " /* gets rid of default border in Firefox and Opera. */\n", " border: none;\n", " /* Needs to be in here for Safari polyfill so background images work as expected. */\n", " background-size: auto;\n", " }\n", " .progress-bar-interrupted, .progress-bar-interrupted::-webkit-progress-bar {\n", " background: #F44336;\n", " }\n", " </style>\n", " <progress value='10000' class='' max='10000' style='width:300px; height:20px; vertical-align: middle;'></progress>\n", " 100.00% [10000/10000 00:11<00:00 Sampling chain 1, 0 divergences]\n", " </div>\n", " " ], "text/plain": [ "<IPython.core.display.HTML object>" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stderr", "output_type": "stream", "text": [ "Sampling 2 chains for 1_000 tune and 9_000 draw iterations (2_000 + 18_000 draws total) took 28 seconds.\n" ] } ], "source": [ "ar_1_model.fit(\n", " MAP=False, \n", " draws=9000, \n", " tune=1000,\n", " chains=2,\n", " cores=1,\n", " target_accept=.90\n", ")" ] }, { "cell_type": "code", "execution_count": 38, "metadata": { "scrolled": false, "slideshow": { "slide_type": "subslide" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "MCMC Estimates\n", "\n", " mean sd hdi_3% hdi_97%\n", "Intercept 49.842 0.992 47.903 51.621\n", "Slope 0.311 0.024 0.268 0.358\n" ] }, { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 864x432 with 6 Axes>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "ar_1_model.show_posterior_summary(parameters_name=['Intercept', 'Slope'])" ] }, { "cell_type": "code", "execution_count": 39, "metadata": { "slideshow": { "slide_type": "subslide" } }, "outputs": [], "source": [ "prediction = ar_1_model.predict(X_ts, y_ts, verbose=False)" ] }, { "cell_type": "code", "execution_count": 40, "metadata": { "slideshow": { "slide_type": "fragment" } }, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "<Figure size 576x576 with 1 Axes>" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "visualize_time_series(\n", " X=[i for i in range(len(process))], \n", " y=process, \n", " prediction=prediction['y'], \n", " prediction_point=36, \n", " X_label='Months', \n", " y_label='Number of Visits',\n", " figsize=(8, 8)\n", ")" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "slideshow": { "slide_type": "subslide" } }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ " 33%|███████████████████████████▋ | 4/12 [02:08<04:20, 32.62s/it]" ] } ], "source": [ "prediction = []\n", "x = X_ts[0]\n", "for step in tqdm(range(12)):\n", " \n", " posterior_prediction = ar_1_model.predict(x, 1, verbose=False)\n", " prediction.append(posterior_prediction['y'])\n", " x = posterior_prediction['y'].mean()\n", "\n", "prediction = np.vstack(prediction).T" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "slideshow": { "slide_type": "fragment" } }, "outputs": [], "source": [ "visualize_time_series(\n", " X=[i for i in range(len(process))], \n", " y=process, \n", " prediction=prediction, \n", " prediction_point=36, \n", " X_label='Months', \n", " y_label='Number of Visits',\n", " figsize=(8, 8)\n", ")" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "### Applied Examples - Game Difficulty and Player Ability Estimation" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "slideshow": { "slide_type": "subslide" } }, "outputs": [], "source": [ "from modules.utils.data_utils import generate_game_difficulty_data\n", "\n", "df, true_parameters = generate_game_difficulty_data(\n", " players=10,\n", " levels=5,\n", " n_sessions=100\n", ")\n", "df.head(10)" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "slideshow": { "slide_type": "subslide" } }, "outputs": [], "source": [ "visualize_bivariate_parameter_grid(\n", " parameter_1=true_parameters['level_difficulty'], \n", " parameter_2=true_parameters['player_ability'],\n", " parameter_1_name='Level Difficulty', \n", " parameter_2_name='Player Ability',\n", " height=7\n", ")" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "slideshow": { "slide_type": "subslide" } }, "outputs": [], "source": [ "from modules.visuals import visualize_heatmap\n", "\n", "visualize_heatmap(\n", " df=true_parameters, \n", " pivot_varaibles=('player_ability', 'level_difficulty', 'probability_success'), \n", " rounding=4, \n", " figsize=(8, 8),\n", ")" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "slideshow": { "slide_type": "subslide" } }, "outputs": [], "source": [ "visualize_bivariate_relationship(\n", " X=true_parameters['delta'],\n", " y=true_parameters['probability_success'],\n", " X_label='$\\Delta$(Difficulty, Ability)',\n", " y_label='Probability Success',\n", " title=f'Probability Succeding Level as Function Difficulty - Ability',\n", " c=true_parameters['probability_success'],\n", " cmap='rocket'\n", ")" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "scrolled": false, "slideshow": { "slide_type": "subslide" } }, "outputs": [], "source": [ "from modules.stats.models.graphical_models import GameDifficultyModel\n", "\n", "PLAYERS_ID = df['player_id'].values\n", "LEVELS_ID = df['level'].values\n", "ATTEMPTS = df['num_attempts'].values\n", "SUCCESSES = df['num_success'].values\n", "\n", "game_difficulty_model = GameDifficultyModel(\n", " players_id=PLAYERS_ID,\n", " levels_id=LEVELS_ID,\n", " num_attempts=ATTEMPTS,\n", " num_success=SUCCESSES\n", ")" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "slideshow": { "slide_type": "subslide" } }, "outputs": [], "source": [ "game_difficulty_model.show_plate()" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "slideshow": { "slide_type": "subslide" } }, "outputs": [], "source": [ "game_difficulty_model.fit(\n", " MAP=False,\n", " draws=3000, \n", " tune=2000,\n", " chains=2,\n", " cores=1,\n", " target_accept=.90\n", ")" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "scrolled": false, "slideshow": { "slide_type": "subslide" } }, "outputs": [], "source": [ "game_difficulty_model.show_posterior_summary(\n", " parameters_name=[\n", " 'player_ability_mu',\n", " 'hyper_sigma',\n", " 'level_difficulty_mu',\n", " 'player_ability',\n", " 'level_difficulty'\n", " ],\n", " compact=True\n", ")" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "slideshow": { "slide_type": "subslide" } }, "outputs": [], "source": [ "game_difficulty_model.show_forest_plot(\n", " parameters_name=['player_ability']\n", ")" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "slideshow": { "slide_type": "subslide" } }, "outputs": [], "source": [ "game_difficulty_model.show_forest_plot(\n", " parameters_name=['level_difficulty']\n", ")" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "subslide" } }, "source": [ "### Applied Examples - Model Comparison" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "slideshow": { "slide_type": "subslide" } }, "outputs": [], "source": [ "from modules.utils.data_utils import generate_polynomial_data\n", "from modules.stats.models.linear_models import PolynomialRegression\n", "\n", "\n", "df, true_parameters = generate_polynomial_data(\n", " X=[i for i in range(100)],\n", " degree=2,\n", " noise_ratio=0.1\n", ")\n", "\n", "X = df['X'].values\n", "y = df['y'].values\n", "\n", "visualize_bivariate_regression(\n", " X=X,\n", " y=y,\n", " X_label='Predictor',\n", " y_label='Outcome',\n", " title=f'Quadratic Relationship',\n", ")" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "slideshow": { "slide_type": "subslide" } }, "outputs": [], "source": [ "models = {\n", " 'Linear': BivariateNormalRegression(\n", " intercept_prior=(0, 1),\n", " slope_prior=(0, 1),\n", " likelihood_sigma_prior=1,\n", " X=X,\n", " y=y\n", " ),\n", " 'Quadratic': PolynomialRegression(\n", " X=X,\n", " y=y,\n", " cubic=False\n", " ),\n", " 'Cubic': PolynomialRegression(\n", " X=X,\n", " y=y,\n", " cubic=True\n", " )\n", "} \n", "for name, model in models.items():\n", " \n", " print(f'Sampling from {name}')\n", " model.fit(\n", " MAP=False, \n", " draws=1000, \n", " tune=1000,\n", " chains=2,\n", " cores=1,\n", " target_accept=.90,\n", " init='adapt_diag'\n", " )" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "slideshow": { "slide_type": "subslide" } }, "outputs": [], "source": [ "df_results = pm.compare(\n", " {name: model.get_traces() for name, model in models.items()},\n", " ic='loo',\n", " scale='log'\n", ")\n", "df_results" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "slideshow": { "slide_type": "fragment" } }, "outputs": [], "source": [ "pm.plot_compare(\n", " df_results,\n", " figsize=(10, 5)\n", ")" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "celltoolbar": "Slideshow", "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.6.2" } }, "nbformat": 4, "nbformat_minor": 2 }