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Have you tried Andrew Ng's course? And I don't mean the one from the start of Coursera, but the original Stanford ML Course he taught at the blackboard. This ML course has all the math done by hand instead of skipped over.

https://www.youtube.com/view_play_list?p=A89DCFA6ADACE599




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