https://github.com/paullj/snaike

An snake AI that teaches itself how to play using Neuro Evolution of Augmenting Topologies.
https://github.com/paullj/snaike

Last synced: 22 days ago
JSON representation

An snake AI that teaches itself how to play using Neuro Evolution of Augmenting Topologies.

• Host: GitHub
• URL: https://github.com/paullj/snaike
• Owner: paullj
• Created: 2021-04-06T17:38:49.000Z (almost 4 years ago)
• Default Branch: main
• Last Pushed: 2021-04-09T10:44:14.000Z (almost 4 years ago)
• Last Synced: 2024-10-30T11:06:05.992Z (2 months ago)
• Language: TypeScript
• Homepage:
• Size: 115 KB
• Stars: 0
• Watchers: 1
• Forks: 0
• Open Issues: 0
• Metadata Files:
  • Readme: README.md

Awesome Lists containing this project

README

        
# 🐍 snAIke

An snake AI that teaches itself how to play. A Typescript implementation of [Neuro Evolution of Augmenting Topologies](https://en.wikipedia.org/wiki/Neuroevolution_of_augmenting_topologies). Uses Svelte (and SvelteKit) as a frontend to visualise the neural networks.

🏗 Very much a work in progress!

## Todo

- A lot of optimisation

- RNN? Might have to use tensorflow or recurrent.js for this...

## References

- [Evolving Neural Networks through Augmenting Topologies](http://nn.cs.utexas.edu/downloads/papers/stanley.ec02.pdf)

- [wagenaartje/neatapic](https://github.com/wagenaartje/neataptic)

- [alenaksu/neatjs](https://github.com/alenaksu/neatjs)

- [Neural Network Evolution with Backprop NEAT](https://blog.otoro.net/2016/05/07/backprop-neat/)

- [benawad/svelte-snake](https://github.com/benawad/svelte-snake)