Research Notes

A digital garden of my technical explorations and study materials.

VC Theory and PAC Learning

An introduction to VC theory and PAC learning, including the foundations of statistical learning theory.

Machine LearningVC TheoryPAC Learning

Markov Chain Monte Carlo (MCMC)

Markov Chain Monte Carlo (MCMC) Explained with Proof and Intuition.

Markov ChainsInformation TheoryData Science

Separating Gaussians

How to distinguish points from same gaussian and different gaussians.

Data ScienceSVDMathematicsDatasets

Singular Value Decomposition

Intution and logic behind SVD

Data ScienceSVDMathematicsDatasets

Foundations of Data Science: High Dimensional Geometry

Notes and reflections on the geometric properties of high-dimensional data, based on the 'Foundations of Data Science' text.

Data ScienceGeometryMathematics