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Math for AI - Part 1
published 14 Nov 2020, 10:05
edited less than a minute later

Hi Everyone, I want to share with you the most important math courses in order to hone your intuition at AI/DL/ML, As we know AI based on math mainly, yes we are creating a neural netwrok just in 5 lines of code ! but actually it is more than that from a mathematical prespective, it is very important to gain knowledge regarding the math behind those great achievements we are observing.

So attached here all the materials i collected two years ago.

single variable calculus :https://ocw.mit.edu/courses/mathematics/18-01sc-single-variable-calculus-fall-2010/index.htm?fbclid=IwAR3nTHNtGabPOgB1jOzWxJP_mzEnS3tDlh_KY1L8D_6fXCiBsMcJXskTPaA

multi variable calculus: https://ocw.mit.edu/courses/mathematics/18-02sc-multivariable-calculus-fall-2010/?fbclid=IwAR2-c1UPWOD0O9VrO9AY2kbvSit6uMwL2UnpyELeF-UV6ugRIFmjtr59dT8

probability: https://www.youtube.com/playlist?list=PLUl4u3cNGP60A3XMwZ5sep719_nh95qOe&fbclid=IwAR0AXjOWe9bJJAgxq-6IdMQXVYZzh_a1szudbjkM0_R8JGxgti8zsBraU1w

statistics: https://www.coursera.org/specializations/statistics?fbclid=IwAR0QQn_-_83Lj5KtFVfefFzKRBnGjhpV_uNHBjPK4oF1QzRV_E2TK-7XJx0

linear algebra: https://www.youtube.com/playlist?list=PLE7DDD91010BC51F8&fbclid=IwAR3vuv1MOEfjy6O-K5HLZ1TIEpHj0DDCkk1Nf-W3zyRSldNvqJ-u6FXMVok

linear algebra khan: https://www.khanacademy.org/math/linear-algebra multivariable calculus khan : https://www.khanacademy.org/math/multivariable-calculus statistics&probability khan : https://www.khanacademy.org/math/statistics-probability