This repository contains educational notes for the UCL MSc Computational Statistics and Machine Learning degree. It consists of lecture notes in PDF format for various modules (supervised learning, applied ML, advanced ML, probabilistic & unsupervised learning, statistical models, Bayesian stats, stochastic finance 1&2) and personal summary notes in Markdown and reStructuredText formats. The notes cover theoretical concepts in statistics, machine learning, and related mathematical topics but do not include any executable code, data, or reproducible analyses. The repository is purely a collection of reference materials, with the author describing the notes as 'messily hand written' and 'not perfect', and the summary marked as a work in progress.