COMP8600/4670 Statistical Machine Learning

at the Australian National University

https://sml-anu.github.io

Course info and key logistics

• 2023 edition
• 2022 edition, (local mirror )
• 2021 edition

FAQ

A list of frequently asked questions is here.

Current text book and references:

(PRML) Christopher M. Bishop: Pattern Recognition and Machine, Springer, 2006 (selected parts), available here

We also recommend:

• (MML) Deisenroth, Faisal, and Ong, Mathematics for Machine Learning. Cambridge University Press.
• (MLStory) Moritz Hardt and Benjamin Recht, Patterns, Predictions and Actions: A story about machine learning
• MacKay, Information Theory, Inference, and Learning Algorithms, Cambridge University Press
• (PML) Murphy, Probabilistic Machine Learning: An Introduction, MIT Press, 2021