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Play with neural networks! Updates: Sine & Mish activations, on-the-fly hyperparameter adjustments, MNIST-"3" dataset.

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Neural Network Playground

The Neural Network Playground is an interactive visualization of neural networks, written in TypeScript using d3.js. Please use GitHub issues for questions, requests, and bugs. Your feedback is highly appreciated!

Modifications from original repo

  • added Sine and Mish activation functions
  • added support for on-the-fly changes to the regularization and regularization rate hyperparameters
  • added MNIST "3" dataset
  • added quantization hyperparameter

Development

To run the visualization locally, run:

  • npm i to install dependencies
  • npm run build to compile the app and place it in the dist/ directory
  • npm run serve to serve from the dist/ directory and open a page on your browser

For a faster edit-refresh cycle when developing, run npm run serve-watch

For owners

To push to production: git subtree push --prefix dist origin gh-pages

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Play with neural networks! Updates: Sine & Mish activations, on-the-fly hyperparameter adjustments, MNIST-"3" dataset.

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  • TypeScript 68.0%
  • HTML 18.1%
  • CSS 13.6%
  • JavaScript 0.3%