I started my Bayesian journey with his book which is fantastic, and if you're still interested, I highly recommend anything by Andrew Gelman. His lectures are captivating and he drops nuggets of intuition every other sentence. He also has at least one very highly regarded book on Bayes and a great website on stats and reproducibility (statmodeling.stat.columbia.edu).
Richard McElreath's content is a breath of fresh air for anyone who's struggled with stats.<p>I read both editions of his textbook and will be revisiting this new lecture material soon. I highly recommend you check out his book/course if you've been frustrated with trying to learn stats and want to practically understand things without hundreds of pages of proofs.<p><a href="https://xcelab.net/rm/statistical-rethinking/" rel="nofollow">https://xcelab.net/rm/statistical-rethinking/</a>
Maybe the title should reflect that this is a newly released version (previous was 2019)?<p>Like many, I found Richard's lectures to be fantastic to get better intuition about the underlying processes. This course + Think Bayes[0] by Allen Downey did more for my statistical literacy than multiple college + graduate courses.<p>[0] <a href="https://allendowney.github.io/ThinkBayes2/index.html#" rel="nofollow">https://allendowney.github.io/ThinkBayes2/index.html#</a>
The book for this course is a fantastic practical introduction to Bayesian statistical modeling. If you've ever been curious about probabilistic programming give it a shot.<p>Also if you're rusty in probability and worried about prerequisites, Harvard's Stat110 can serve as a very good foundation (book and lectures are free online).
This guy's book, Statistical Rethinking, is great: <a href="https://www.goodreads.com/review/show/3765232752" rel="nofollow">https://www.goodreads.com/review/show/3765232752</a>
FYI, the second video in the series "Statistical Rethinking 2022 Lecture 02" was posted, and you can check out here: <a href="https://www.youtube.com/watch?v=guTdrfycW2Q" rel="nofollow">https://www.youtube.com/watch?v=guTdrfycW2Q</a><p>Here is the playlist for 2022 videos you can bookmark:
<a href="https://www.youtube.com/playlist?list=PLDcUM9US4XdMROZ57-OIRtIK0aOynbgZN" rel="nofollow">https://www.youtube.com/playlist?list=PLDcUM9US4XdMROZ57-OIR...</a>