Textbook notes

This repository contains personal notes made whilst reading open-source statistical textbooks.

• Blog posts
  • Post about the pitfalls of multiple linear regression and using Bayesian inference as an alternative by Richard McElreath
  • Post about the misuse of p-values in science by Richard McElreath and linked research articles
  • Article about randomised controlled trials from an information science perspective by Pavlos Msaouel
  • Revision of backpropagation mathematics
  • Post about the transformers architecture for NLP by Brandon Rohrer

• Building Reproducible Analytical Pipelines with R by Bruno Rodrigues
  • Part 1.3 - Introducing the demo project code
  • Part 1.6 - Using functions in R
  • Part 1.7 - Generating report templates in R
  • Part 2.9 - Code review
  • Part 2.10 - R package versioning with renv
  • Part 2.11 - Building R packages
  • Part 2.12 - Unit tests and assertions

• Statistical Rethinking by Richard McElreath
  • Chapter 1 - TBC
  • Chapter 2 - TBC

Publicly available textbooks

• Statistical Rethinking - 2022 edition by Richard McElreath
• Building Reproducible Analytical Pipelines with R by Bruno Rodrigues
• Regression and Other Stories by Andrew Gelman, Jennifer Hill and Aki Vehtari