Textbook notes

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

• Blog posts

  • Regression, fire and dangerous things by Richard McElreath

• 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

• Statistical Rethinking by Richard McElreath

  • Chapter 1
  • Chapter 2

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