Statistics and Probability
with Khan Academy
The other half of the foundation.
The maths underneath all of it, free forever.
Vectors, matrices, transformations and eigenvectors, taught in the order that makes them make sense. Every model you will later train is linear algebra with a loop around it, and this is where that stops being a slogan.
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Khan Academy is a non-profit publishing free lessons and graded exercises across mathematics and science. Its linear algebra and statistics tracks are the mathematical foundation that machine learning assumes.
Free, self-paced, exercise-driven, and it does not assume you remember any of it from school.
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with Khan Academy
The other half of the foundation.
with Kaggle
Three hours, in the browser, no setup.
with University of Helsinki
The best non-technical introduction there is. Free certificate.
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