Neural Networks in JavaScript

Making AI amazing in JavaScript & Node.js

Introduction

Generating Documentation (Markdown)

Updates DOCUMENTATION.md with documentation generated from /** Comments */ using JSDoc to Markdown.

npm run doc

npm run doc:markdown

Roadmap

• Developer SWAG! - "just be cool, BRO! o.O" - Finished: 07/01/2019

• Node.js Support (Dynamic Exporting) - "do things offline" - Finished: 07/01/2019

• Browser Support (Dynamic Exporting) - "do things online" - Finished: 07/01/2019

• Node.js Support (Dynamic Importing) - "play with other people's toys offline" - Finished: 07/01/2019

• Browser Support (Dynamic Importing) - "play with other people's toys offline" - Finished: 07/01/2019

• Threading (Node) - "a few things at once" - Finished: 07/01/2019

• Threading (Browser) - "a few things at once" - Finished: 07/05/2019

• Unit Tests (Node) - "being safe, rather than sorry" - Finished: 07/05/2019

• Unit Tests (Browser) - "being safe, rather than sorry" - Finished: 07/05/2019

• End-to-End Tests (Node)- "being seriously, over-the-top safe - some might even say neurotic" - Finished: 07/26/2019

• End-to-End Tests (Node)- "being seriously, over-the-top safe - some might even say neurotic" - Finished: 07/26/2019

• Documentation Generator (Markdown) - "a manual you'll enjoy reading" - Finished: 07/27/2019

• Documentation Generator (HTML) - "a manual you'll enjoy reading" - Finished: 07/27/2019

• Streaming (Node) - "bigger data with less computer"

• Streaming (Browser) - "bigger data with less computer"

• GPU (Node) - "a lot of things at once"

• GPU (Browser) - "a lot of things at once"

• Supervised Learning - "if it's hot, don't touch it"; "got you, okay" - Finished: 08/12/2019

• Evolutionary Learning - 100 networks start; 3 "make it"; 30 die; the remaining 50 procreate and replace the 30 deaths; 16 of the original 100 are cloned/revived

• Transfer Learning - copy/paste & re-train networks

• Mimicry Learning - observe replicate other network or entity

• Reinforcement Learning - touch something and it explodes - "let's not"; touch something else and it drops gold bricks - "ooh shiny"

• Generative Adverserial Networks - "devil's advocate networks"

• Capsule Networks - "I heard you like brains, so I put a brain in your brain, in your brain - in your brain"

• HyperNEAT - "puberty for brains - just with better outlooks"

Bibliography

• https://www.youtube.com/watch?v=0e0z28wAWfg
• https://www.youtube.com/watch?v=uXt8qF2Zzfo
• Understanding Neural Networks. From neuron to RNN, CNN, and Deep Learning
• How to Build a Neuron: Exploring AI in JavaScript Pt 1