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CudaMLP

A MLP implementation on multicore processors with Cuda.

Test dataset

The classic IRIS dataset is used to test and verify the MLP algorithm.

Dataset is downloaded from: https://archive.ics.uci.edu/ml/datasets/iris

All files are unzipped to _data directory.

Technical features

  • Computational intensive
  • Efficient training and fitting
  • Easily portable and expandable
  • Lightweight and friendly program interface

TODO

  • CUDA or CPU parallel?
  • API design
  • Algebra calculation module
  • Data feeding module
  • MLP training module
  • Unit test

TODO (Depend on time)

  • Reinforcement learning application (e.g. DQN)
  • Optimize IO with coroutine in C++20.

License

This code is released under the Apache-2.0 License.

Copyright (C) 2020
Xintao Hu <[email protected]>

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