How To Learn the Math of AI For FREE in 2020

Find out an open source framework for learning the math of artificial intelligence, all for free. Your coursework should include calculus, linear algebra, statistics and a basic course in computer science fundamentals.

Be prepared to spend a couple years learning the material, as there are no short cuts. Everything worth learning is going to take time, and in this case be prepared to spend a couple years learning this in your free time. Do this in parallel with your deep learning studies to become an expert in artificial intelligence.

Here are the courses I mention in the video!

Calc 1
https://ocw.mit.edu/courses/mathematics/18-01sc-single-variable-calculus-fall-2010/index.htm

Calc 2
https://ocw.mit.edu/courses/mathematics/18-02sc-multivariable-calculus-fall-2010/

Linear Algebra
https://ocw.mit.edu/courses/mathematics/18-06sc-linear-algebra-fall-2011/

Differential Equations
https://ocw.mit.edu/courses/mathematics/18-03sc-differential-equations-fall-2011/

Stats
https://ocw.mit.edu/courses/electrical-engineering-and-computer-science/6-0002-introduction-to-computational-thinking-and-data-science-fall-2016/index.htm

Comp Sci
https://ocw.mit.edu/courses/electrical-engineering-and-computer-science/6-005-software-construction-spring-2016/

Learn how to turn deep reinforcement learning papers into code:

Deep Q Learning:
https://www.udemy.com/course/deep-q-learning-from-paper-to-code/?couponCode=DQN-OCT-21

Actor Critic Methods:
https://www.udemy.com/course/actor-critic-methods-from-paper-to-code-with-pytorch/?couponCode=AC-OCT-21

Curiosity Driven Deep Reinforcement Learning
https://www.udemy.com/course/curiosity-driven-deep-reinforcement-learning/?couponCode=ICM-OCTOBER-21

Natural Language Processing from First Principles:
https://www.udemy.com/course/natural-language-processing-from-first-principles/?couponCode=NLP1-OCT-21Reinforcement Learning Fundamentals
https://www.manning.com/livevideo/reinforcement-learning-in-motion

Here are some books / courses I recommend (affiliate links):
Grokking Deep Learning in Motion: https://bit.ly/3fXHy8W
Grokking Deep Learning: https://bit.ly/3yJ14gT
Grokking Deep Reinforcement Learning: https://bit.ly/2VNAXql

Come hang out on Discord here:
https://discord.gg/Zr4VCdv

Website: https://www.neuralnet.ai
Github: https://github.com/philtabor
Twitter: https://twitter.com/MLWithPhil

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