In this video, I introduce the idea of "Linear Algebar" and explore the matrix math required for a simple neural network library.

Next video: https://youtu.be/n6q9D2wd1bE

This video is part of Chapter 10 of The Nature of Code (http://natureofcode.com/book/chapter-10-neural-networks/)

This video is also part of session 4 of my Spring 2017 ITP "Intelligence and Learning" course (https://github.com/shiffman/NOC-S17-2-Intelligence-Learning/tree/master/week4-neural-networks)

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To donate to the Processing Foundation: https://processingfoundation.org/

Send me your questions and coding challenges!: https://github.com/CodingTrain/Rainbow-Topics

Contact:
Twitter: https://twitter.com/shiffman
The Coding Train website: http://thecodingtrain.com/

Links discussed in this video:
The Nature of Code: http://natureofcode.com/
Session 4 of Intelligence and Learning: https://github.com/shiffman/NOC-S17-2-Intelligence-Learning/tree/master/week4-neural-networks
My Simple Artificial Neural Network JavaScript Library: https://github.com/shiffman/Neural-Network-p5
Khan Academy's Linear Algebra class: https://www.khanacademy.org/math/linear-algebra
3Blue1Brown's Essence of Linear Algebra: https://www.youtube.com/playlist?list=PLZHQObOWTQDPD3MizzM2xVFitgF8hE_ab
Brendan Fortuner's Linear algebra cheat sheet for deep learning: https://medium.com/towards-data-science/linear-algebra-cheat-sheet-for-deep-learning-cd67aba4526c
Math.js: http://mathjs.org/
GPU.js: http://gpu.rocks/

Books discussed in this video:
Tariq Rashid's Make Your Own Neural Network: http://amzn.to/2tcVeFS
Marvin Minsky's Perceptrons: http://amzn.to/2u8Jv8f

Source Code for the all Video Lessons: https://github.com/CodingTrain/Rainbow-Code

p5.js: https://p5js.org/
Processing: https://processing.org

The Nature of Code playlist: https://www.youtube.com/user/shiffman/playlists?view_as=subscriber&shelf_id=6&view=50&sort=dd
For More Coding Challenges: https://www.youtube.com/playlist?list=PLRqwX-V7Uu6ZiZxtDDRCi6uhfTH4FilpH
For More Intelligence and Learning: https://www.youtube.com/playlist?list=PLRqwX-V7Uu6YJ3XfHhT2Mm4Y5I99nrIKX