Micronn

A small TypeScript-only Neural Networks library with zero dependencies. It requires Node.js to run, but it can also run in the browser with a few modifications.

Prerequisites

You need Node.js and npm installed on your computer

Features

• FeedForward neural network with momentum and learning rate
• Dense, Activation and Flatten Layers
• mse, bce, ce loss functions
• linear, step, tanh, sigmoid, softmax, ReLu, leakyReLu activation functions
• ad-hoc linear algebra library

Run examples

1. Install dependencies

   npm i

2. Download example datasets from here and place extracted data in datasets

3. Run examples

   XOR

   npm run xor
   

   MNIST

   npm run mnist
   

Roadmap

• Convolutional Layers
• Better logging