PPP | Probabilistic Programming Primer | Bayesian Stats | PyMC3 by Peadar Coyle
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PPP | Probabilistic Programming Primer | Bayesian Stats | PyMC3 / Hands on introduction to PyMC3

PPP | Probabilistic Programming Primer | Bayesian Stats | PyMC3

A course by Peadar Coyle, a core PyMC3 contributor and founder of Aflorithmic Labs

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Table of contents

PPP | Probabilistic Programming Primer | Bayesian Stats | PyMC3

by Peadar Coyle
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Contents Contents
Draft Introduction
Draft Introduction
Draft An Introduction to Probabilistic Programming
Draft An Introduction to Probabilistic Programming
Draft A modern Bayesian Workflow.pdf
Draft A modern Bayesian Workflow.pdf
Draft Slack Channel Link
Draft Slack Channel Link
Draft Github Repository for code
Draft Github Repository for code
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Hands on introduction to PyMC3 Hands on introduction to PyMC3
Draft How do I install PyMC3?
Draft How do I install PyMC3?
Draft How do I do Bayesian AB Testing? - Probabilistic Programming Primer -
Draft How do I do Bayesian AB Testing? - Probabilistic Programming Primer -
Draft Probabilistic Programming Primer: Bayesian Changepoint Detection
Draft Probabilistic Programming Primer: Bayesian Changepoint Detection
Draft Bayesian_AB_Testing.ipynb
Draft Bayesian_AB_Testing.ipynb
Draft Case Study 1- Bayesian_Changepoint_Detection.ipynb
Draft Case Study 1- Bayesian_Changepoint_Detection.ipynb
Draft How to build a Logistic Regression model the Bayesian way
Draft How to build a Logistic Regression model the Bayesian way
Draft 1.5 - Puppy Steps_version_2.mp4
Draft 1.5 - Puppy Steps_version_2.mp4
Draft Hands on introduction to PyMC3: Quiz
Draft Hands on introduction to PyMC3: Quiz
Draft Notes_on_Chains.pdf
Draft Notes_on_Chains.pdf
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What is PyMC3 and how do I get started? What is PyMC3 and how do I get started?
Draft 1. Introduction to PyMC3.ipynb
Draft 1. Introduction to PyMC3.ipynb
Draft pymc3_compared_deep_learning.pdf
Draft pymc3_compared_deep_learning.pdf
Draft ppp_intro_to_pymc3_1
Draft ppp_intro_to_pymc3_1
Draft ppp_intro_to_pymc3_1 Edited.mp4
Draft ppp_intro_to_pymc3_1 Edited.mp4
Draft ppp_intro_to_pymc3_2 Edited.mp4
Draft ppp_intro_to_pymc3_2 Edited.mp4
Draft ppp_intro_to_pymc3_3 Edited.mp4
Draft ppp_intro_to_pymc3_3 Edited.mp4
Draft ppp_intro_to_pymc3_4 Edited.mp4
Draft ppp_intro_to_pymc3_4 Edited.mp4
Draft ppp_intro_to_pymc3_5_version
Draft ppp_intro_to_pymc3_5_version
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What is MCMC? What is MCMC?
Draft 2. Markov Chain Monte Carlo.ipynb
Draft 2. Markov Chain Monte Carlo.ipynb
Draft 3.1_what_is_mcmc.mp4
Draft 3.1_what_is_mcmc.mp4
Draft 3.2_what_is_mcmc.mp4
Draft 3.2_what_is_mcmc.mp4
Draft 3.3 - What is MCMC_version_2.mp4
Draft 3.3 - What is MCMC_version_2.mp4
Draft 3.4 - What is MCMC_version_2.mp4
Draft 3.4 - What is MCMC_version_2.mp4
Draft 3.5 - What is MCMC_version_2.mp4
Draft 3.5 - What is MCMC_version_2.mp4
Draft 3.6 - What is MCMC_version_2.mp4
Draft 3.6 - What is MCMC_version_2.mp4
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Introduction to Theano Introduction to Theano
Draft 3. Theano.ipynb
Draft 3. Theano.ipynb
Draft 4.1 - Intro to Theano_version_2.mp4
Draft 4.1 - Intro to Theano_version_2.mp4
Draft 4.2 - Intro to Theano_version_2.mp4
Draft 4.2 - Intro to Theano_version_2.mp4
Draft 4.3 - Intro to Theano_version_2.mp4
Draft 4.3 - Intro to Theano_version_2.mp4
Draft 4.4_Intro_to_Theano_version_2.mp4
Draft 4.4_Intro_to_Theano_version_2.mp4
Draft 4.5 - Intro to Theano_version_2.mp4
Draft 4.5 - Intro to Theano_version_2.mp4
Draft Introduction to Theano: Quiz
Draft Introduction to Theano: Quiz
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Hierarchical Models (Multilevel models) Hierarchical Models (Multilevel models)
Draft 5.1 - Rugby Analytics_version_2.mp4
Draft 5.1 - Rugby Analytics_version_2.mp4
Draft ppp_rugby_analytics_2.mp4
Draft ppp_rugby_analytics_2.mp4
Draft ppp_rugby_analytics_3.mp4
Draft ppp_rugby_analytics_3.mp4
Draft ppp_self_driving_cars.mp4
Draft ppp_self_driving_cars.mp4
Draft 5.4 - Self-Driving Cars.mp4
Draft 5.4 - Self-Driving Cars.mp4
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Model building with PyMC3 Model building with PyMC3
Draft Model Building with PyMC3.ipynb
Draft Model Building with PyMC3.ipynb
Draft 6.1 - Model Building.mp4
Draft 6.1 - Model Building.mp4
Draft 6.2 - Model Building.mp4
Draft 6.2 - Model Building.mp4
Draft 6.3 - Model Building.mp4
Draft 6.3 - Model Building.mp4
Draft 6.4 - Model Building.mp4
Draft 6.4 - Model Building.mp4
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Other Probabilistic Programming Languages and Tools Other Probabilistic Programming Languages and Tools
Draft Rainier
Draft Rainier
Draft Pyro
Draft Pyro
Draft ppp_rainier.mp4
Draft ppp_rainier.mp4
Draft 7.1 - Pyro Example.mp4
Draft 7.1 - Pyro Example.mp4
Draft 7.2 - ArviZ.mp4
Draft 7.2 - ArviZ.mp4
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Real world examples of Probabilistic Programming Real world examples of Probabilistic Programming
Draft Acknowledgements
Draft Acknowledgements
Draft Bayesian Decision Making applied to Supply Chain
Draft Bayesian Decision Making applied to Supply Chain
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Bayesian Machine Learning Bayesian Machine Learning
Draft You finished the course!!!
Draft You finished the course!!!
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New functionality - PyMC3 3.9 New functionality - PyMC3 3.9
Draft Shared_variables_part_1.mp4
Draft Shared_variables_part_1.mp4
Draft Shared_Variables_section_3.mp4
Draft Shared_Variables_section_3.mp4
Draft Shared_Variables_Section_2.mp4
Draft Shared_Variables_Section_2.mp4
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