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Would say Algebra (and Linear Algebra as mentioned below) are the most useful to learn for ML/AI?

I would suggest following Siraj on youtube: https://www.youtube.com/watch?v=N4gDikiec8E really insightful!

I can't take it. He's blasting memes out at 1hz. That's 60 times the acceptable safe limit.