Statistics and Probability

Temporary placeholder for resources on both topics, but the plan is to write specific notes.

Recommended

Holmes, S., & Huber, W. (2019). Modern statistics for modern biology. Cambridge university press. (Free online copy)

Neat. Particularly nice discussion on the confidence interval.

Online Courses

Undergraduate Probability and High-Dimensional Probability by Roman Vershynin.

He teaches with care and patience.

Free online books

Beyond Multiple Linear Regression: Applied Generalized Linear Models and Multilevel Models in R by Paul Roback and Julie Legler

Introduction to Probability, Statistics, and Random Processes by Hossein Pishro-Nik

The Little Handbook of Statistical Practice by Gerard E. Dallal

A User’s Guide to Statistical Inference and Regression by Matthew Blackwell

Regression and Other Stories by Andrew Gelman, Jennifer Hill, Aki Vehtari

The Book of Statistical Proofs by Joram Soch and collaborators (it's an open book on GitHub)