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orolo's Introduction

What

This a machine learning library that achieves Model accuracy of about 95% on the MNIST dataset, its built on top of numpy

Heavily inspired by https://github.com/karpathy/micrograd and https://github.com/geohot/tinygrad

Why

This is an educational project. I wish to learn how machine learning libraries work under the hood

Usage

You can train the model by executing the following command:

python mnist.py

ToDo

  • Add support for GPUs (Triton??)
  • Build some model on top of this
    • [.] DQN on cartpole
    • VAE on on MNIST
  • Move away from numpy
  • Add tests

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