Econometrician Bruce Hansen has recently come out with a two-volume work on Probability and Statistics (volume I) and Econometrics (volume II). IMHO this is a major achievement in data science education. I encourage almost any student of data science to check it out. Just wanted to point that out.

Edit: Since this is light on some topics, I mention some other great resources

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