Track C: Probabilistic & Bayesian ML

Uncertainty quantification, causal inference, principled reasoning.

Reading Order

1. Bayesian Reasoning and Machine Learning book
2. Bayesian Data Analysis book
3. Probabilistic Graphical Models book
4. Dropout as a Bayesian Approximation paper
5. The Book of Why book
6. Causality book