This repository contains my course notes for COMP5328: Advanced Machine Learning, taken at USYD in 2022. They are reproduced here for future gamers.
I used Obsidian so the easiest way to view and edit these is probably to clone and open your own vault.
machine learning, loss functions, convex optimisation, hypothesis complexity and generalisation, dictionary learning, non-negative matrix factorisation, sparse coding, regularisation, robustness to feature noise, robustness to label noise, forward loss correction, backward loss correction, domain adaptation and transfer learning, reinforcement learning, causal inference, multi-task learning