PGM-Lab / 2022-ProbAI

ProbAI 2022 - Probabilistic Programming, Variational Inference and Optimization Tutorial with Pryo

Day 1 (June 13 -- 1.30pm - 4pm)

• Slides
• Notebook: students_PPLs_Intro
• Notebook: solutions_PPLs_Intro

Day 2 - Before Lunch (June 14 -- 9am-12pm)

• Slides
• Notebook: students_simple_model
• Notebook: solutions_simple_model
• Notebook: CAVI-linreg

Day 2 - After Lunch (June 14 -- 1pm-4pm)

• Slides
• Notebook: BayesianNeuralNetworks
• Notebook: students_BBVI
• Notebook: solutions_BBVI
• Notebook: student_simple_gaussian_model_pyro
• Notebook: solution_simple_gaussian_model_pyro
• Notebook: bayesian_linear_regression
• Notebook: students_bayesian_logistic_regression
• Notebook: solutions_bayesian_logistic_regression

Day 2 - Evening (June 14 -- 4.30pm-5.30pm)

• Slides
• Notebook: students_VAE
• Notebook: solutions_VAE