Resources for CS189: Machine Learning at UCB

Resources for CS189: Machine Learning

Here is a list of resources I used for CS189 at UC Berkeley. I took ths class in Fall 2024. I will be updating this list if I find new resources.

• Alex Li’s notes for CS189 are intuitive and well-organized. You can find them here
• Notes from Jonathan Shewchuk’s iteration of the course
• Notes on Kernel Algorithms
• Notes on Boosting

Miscellaneous

• For why PCA works well with Gaussian data, the following StackExchange is insightful.