PhD Course - Introduction to Probabilistic Machine Learning (2023)

Day 1

• Slides
• Notebook: students_PPLs_Intro
• Notebook: solutions_PPLs_Intro

Day 2 - Before Lunch

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

Day 2 - After Lunch

• 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
• Notebook: students_VAE
• Notebook: solutions_VAE