Probabilistic Programming Primer

Level up your Data Science skills - Learn Probabilistic Programming
Introduction
An Introduction to Probabilistic Programming
29 mins
A modern Bayesian Workflow.pdf
1.33 MB
Slack Channel Link
Github Repository for code
Hands on introduction to PyMC3
How do I install PyMC3?
How do I do Bayesian AB Testing? - Probabilistic Programming Primer -
Probabilistic Programming Primer: Bayesian Changepoint Detection
Bayesian_AB_Testing.ipynb
184 KB
Case Study 1- Bayesian_Changepoint_Detection.ipynb
194 KB
How to build a Logistic Regression model the Bayesian way
10 mins
1.5 - Puppy Steps_version_2.mp4
5 mins
Hands on introduction to PyMC3: Quiz
What is PyMC3 and how do I get started?
1. Introduction to PyMC3.ipynb
305 KB
pymc3_compared_deep_learning.pdf
64 KB
ppp_intro_to_pymc3_1
2 mins
ppp_intro_to_pymc3_1 Edited.mp4
5 mins
ppp_intro_to_pymc3_2 Edited.mp4
2 mins
ppp_intro_to_pymc3_3 Edited.mp4
9 mins
ppp_intro_to_pymc3_4 Edited.mp4
7 mins
ppp_intro_to_pymc3_5_version
5 mins
What is MCMC?
2. Markov Chain Monte Carlo.ipynb
23.1 KB
3.1_what_is_mcmc.mp4
6 mins
3.2_what_is_mcmc.mp4
4 mins
3.3 - What is MCMC_version_2.mp4
5 mins
3.4 - What is MCMC_version_2.mp4
4 mins
3.5 - What is MCMC_version_2.mp4
5 mins
3.6 - What is MCMC_version_2.mp4
3 mins
Introduction to Theano
3. Theano.ipynb
403 KB
4.1 - Intro to Theano_version_2.mp4
5 mins
4.2 - Intro to Theano_version_2.mp4
4 mins
4.3 - Intro to Theano_version_2.mp4
5 mins
4.4_Intro_to_Theano_version_2.mp4
6 mins
4.5 - Intro to Theano_version_2.mp4
4 mins
Introduction to Theano: Quiz
Hierarchical Models (Multilevel models)
5.1 - Rugby Analytics_version_2.mp4
5 mins
ppp_rugby_analytics_2.mp4
12 mins
ppp_rugby_analytics_3.mp4
3 mins
ppp_self_driving_cars.mp4
19 mins
5.4 - Self-Driving Cars.mp4
12 mins
Model building with PyMC3
Model Building with PyMC3.ipynb
310 KB
6.1 - Model Building.mp4
6 mins
6.2 - Model Building.mp4
7 mins
6.3 - Model Building.mp4
6 mins
6.4 - Model Building.mp4
12 mins
Other Probabilistic Programming Languages and Tools
Rainier
Pyro
ppp_rainier.mp4
15 mins
7.1 - Pyro Example.mp4
9 mins
7.2 - ArviZ.mp4
8 mins
Real world examples of Probabilistic Programming
Acknowledgements
Bayesian Decision Making applied to Supply Chain
18 mins