Aki Vehtari - Teaching

Bayesian data analysis

• Bayesian data analysis course material is based mostly on the textbook Bayesian data analysis, 3rd ed (BDA3) by Gelman, Carlin, Stern, Dunson, Vehtari and Rubin.
  • Bayesian data analysis book homepage.
  • Errata for 3rd edition.
  • Electronic edition for non-commercial purposes only.
• All course material online, including video lectures, slides, code, and notes for most of the chapters. All material is licensed with open access and free software license.
• In Aalto University the course is 5 ECTS, 12 weeks and targeted for advanced BSc and first year MSc students.
• In 2021–2023, I also organized an instance targeted for Global south.

Case studies

• Collection of my case studies

Regression and other stories

• Regression and other stories textbook by Gelman, Hill and Vehtari is a BSc level introduction to regression and causal analysis. Each chapter has exercises so the book is suitable for self study.