Optimization for ML

Importance of optimization for ML

Linear Algebra for ML

A ramp which takes you from having school-level LA knowledge to mastery of LA required for ML.

Setting The Tone

About why I started the blog.

AI - Mathematical Formulation of Intelligence

Motivates aspiring AI researchers to master the maths. About how AI is nothing but the maths run by a computer. And also about how ML is a way to implement AI.

About Kevin Murphy's book series on Probabilistic Machine Learning

My thoughts about these books after two months of reading.

Statistical Mechanics, Hopfield Network and Boltzmann Machine

Contains links to drafts of blogs on these topics.