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Assuming you have a solid base in math (probability, statistics, linear algebra, and a bit of calculus), you could read any of the books I mentioned. Also, you could practice in Kaggle (if you have a bit more free time).

If you are serious about it, I'd strongly recommend a Master's in Computer Science (which is what I did many years ago :))

Cheers!

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