I've been watching the 2023 Statistical Rethinking lecture series by Richard McElreath. These cover a complete approach to statistics based on causal reasoning and Bayesian analysis. They are excellent, highly recommend.

https://www.youtube.com/playlist?list=PLDcUM9US4XdPz-KxHM4XHt7uUVGWWVSus

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