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hal's Introduction

HAL : Hyper Adaptive Learning

Rust based Cross-GPU Machine Learning.

Why Rust?

This project is for those that miss strongly typed compiled languages (where for-loops are okay!) Note: We still vectorize all the required BLAS tasks on the GPU.

Features

  • Multi GPU support
  • OpenCL + CUDA + CPU build support
  • Perceptron's
  • Activations: [Sigmoid, Tanh, Softmax]
  • Initializations: [Lecun Uniform, Glorot Normal, Glorot Uniform]
  • Loss Functions: [MSE, Cross-Entropy]
  • OpenGL based plotting
  • AutoEncoder's [Work in Progress]
  • LSTM's [Work in Progress]
  • RTRL [Work in Progress]

Installation

See here

Credits

  • Thanks to the arrayfire team for working with me to get the rust bindings up.
  • Keras for inspiration as a lot of functions are similar to their implementation (minus the theano nonsense).

hal's People

Contributors

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Watchers

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