iurshina / probai-2021-pyro

Repo for the Tutorials of Day1-Day3 of the Nordic Probabilistic AI School 2021 (https://probabilistic.ai/)

ProbAI 2021 - Probabilistic Programming and Variational Inference Tutorial with Pryo

Day 1 (June 14)

• Slides
• Notebook: students_PPLs_Intro
• Notebook: solutions_PPLs_Intro

Day 2 (June 15)

• Slides
• Unabridged Slides
• Notebook: students_simple_model
• Notebook: solutions_simple_model
• Notebook: students_bayesian_regression_VI
• Notebook: solutions_bayesian_regression_VI
• Notebook: FA

Day 3 (June 16)

• Slides
• Notebook: student_BBVI
• Notebook: solution_BBVI
• Notebook: bayesian_linear_regression
• Notebook: students_bayesian_logistic_regression
• Notebook: solutions_bayesian_logistic_regression
• Notebook: student_simple_gaussian_model_pyro
• Notebook: solution_simple_gaussian_model_pyro
• Notebook: FA_binomial
• Notebook: VAE