Archive
Every post, ordered like a bound volume
A chronological archive of the notebook: statistics, machine learning, and the surrounding methods that make quantitative reasoning useful.
2020
2019
Unit 4 - Hypothesis testing
Notes on T-tests, Wald's test, likelihood ratio tests, and goodness of fit tests from MITx 18.6501x Fundamentals of Statistics
Unit 3 - Methods of Estimation
Notes on MLE, method of moments, M-estimation, Fisher information, and delta method from MITx Fundamentals of Statistics
Support LaTeX in GitHub Pages for Math Equations
How to fix common LaTeX rendering issues in GitHub Pages with MathJax, including inline math escaping for pipes, braces, and underscores
Unit 2 - Foundation of Inference
Notes on estimation, confidence intervals, hypothesis testing, and the delta method from MITx Fundamentals of Statistics
Unit 1 - Introduction to Statistics
Notes from MITx 18.6501x Fundamentals of Statistics covering probability, statistics, LLN, CLT, and fundamental inequalities