This is the master page for Notes on Machine Learning posts, in which I summarize in a succinct and straighforward fashion what I learn from Machine Learning course by Mathematical Monk, along with my own thoughts and related resources.

Acronyms

• MM: Mathematical Monk
• ML: Machine Learning
• SL: Supervised Learning
• UL: Unsupervised Learning

• PSD: Positive Semi-Definite

• MCTC: Markov Chain Monte Carlo

• To understand bias-variance “trade-off”, take a quick route:
(11.5) $\leadsto$ (11.1) (11.2) (11.3) (11.4) $\leadsto$ (11.1) (11.2)