Introduction to Probabilistic Machine Learning

Summer School on Methods for Statistical Evaluation of AI

• Slides
• Notebook: PPLs_Intro: Introduction to Pyro probabilistic programming language
• Notebook: Bayesian Linear Regression: Comprehensive tutorial on Bayesian linear regression using Pyro
• Notebook: BayesianNeuralNetworks

Key literature:

Murphy, Kevin P. Probabilistic machine learning: an introduction. MIT press, 2022. Link to Book PDF

Recommnended Reading: Chapters 2, 3, 4 and 11.