In this video, I continue my machine learning series and build a simple Perceptron in Processing. Code: https://thecodingtrain.com/tracks/neural-networks/neural-networks/2-perceptron-part-1
๐ฅ Previous: https://youtu.be/XJ7HLz9VYz0
๐ฅ Next: https://youtu.be/DGxIcDjPzac
References:
๐ Make Your Own Neural Network: https://www.amazon.com/Make-Your-Own-Neural-Network-ebook/dp/B01EER4Z4G
๐ Perceptrons: https://www.amazon.com/Perceptrons-Introduction-Computational-Geometry-Expanded/dp/0262631113
๐ Perceptron: https://en.wikipedia.org/wiki/Perceptron
๐ Intelligence and Learning: https://github.com/nature-of-code/NOC-S17-2-Intelligence-Learning/tree/master/week4-neural-networks
Timestamps:
0:00 Introduction
0:54 What is a perceptron?
3:17 Classify whether a point is above/below a line
5:25 Supervised learning
7:55 Activation functions
10:22 Initializing the weights
11:39 Perceptron class
13:19 Guess function
18:55 Create a dataset
23:10 Supervised learning
25:16 Updating weights
28:33 Training
31:00 Learning rate
38:06 Train one point at a time
41:35 Bias
44:24 Thanks for watching!
Editing by Mathieu Blanchette
Animations by Jason Heglund
Music from Epidemic Sound
๐ Website: https://thecodingtrain.com/
๐พ Share Your Creation! https://thecodingtrain.com/guides/passenger-showcase-guide
๐ฉ Suggest Topics: https://github.com/CodingTrain/Suggestion-Box
๐ก GitHub: https://github.com/CodingTrain
๐ฌ Discord: https://thecodingtrain.com/discord
๐ Membership: http://youtube.com/thecodingtrain/join
๐ Store: https://standard.tv/codingtrain
๐๏ธ Twitter: https://twitter.com/thecodingtrain
๐ธ Instagram: https://www.instagram.com/the.coding.train/
๐ฅ https://www.youtube.com/playlist?list=PLRqwX-V7Uu6ZiZxtDDRCi6uhfTH4FilpH
๐ฅ https://www.youtube.com/playlist?list=PLRqwX-V7Uu6Zy51Q-x9tMWIv9cueOFTFA
๐ p5.js: https://p5js.org
๐ p5.js Web Editor: https://editor.p5js.org/
๐ Processing: https://processing.org
๐ Code of Conduct: https://github.com/CodingTrain/Code-of-Conduct
This description was auto-generated. If you see a problem, please open an issue: https://github.com/CodingTrain/thecodingtrain.com/issues/new
#neuralnetworks #perceptron #processing