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Re:Introduction to Applied Linear Algebra: Vectors, Matrices... by hackermailman on Friday December 14, 2018 @11:03AM (#18681737)
If you scroll down this channel's videos you'll find lectures (36-705) that cover Chapter 1-12 in the book All of Statistics by the author of the book https://www.youtube.com/channel/UCu8Pv6IJsbQdGzRlZ5OipUg

I like the specific ML material since its usually sliced into a semester worth of material you can finish in reasonable time, most of these courses assume a background such as All of Statistics book and OpenStat is fine too for this.

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