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A C++ deep learning library for the construction and optimization of neural networks ranging from simple feedforward architectures to state-of-the-art convolutional ResNets and LSTMs.

License: MIT License

C++ 99.34% Makefile 0.57% Shell 0.08%
c-plus-plus computer-vision convolutional-neural-networks deep-learning eigen header-only lstm lstm-neural-networks machine-learning neural-network optimization recurrent-neural-networks supervised-learning template

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c-attl3's Issues

General TODO

  • Test automation using Google Test
  • CMake build
  • Deconvolutional layer
  • Convolution, deconvolution, and pooling for 1st and 2nd rank data
  • Broadcast and reshaping layers
  • Pixel shuffle layer
  • FFT and/or Winograd filtering for CPU convolution
  • More comprehensive GPU support and cuDNN utilization
  • Passing data between device layers without copying to and from the host
  • Network serialization and de-serialization
  • PPM codec
  • GIF codec
  • WAV codec
  • IMDB data set provider
  • AN4 data set provider
  • Working GAN example
  • NLP example (word2vec, sentiment analysis)
  • Text generation example
  • Temporal convolutional network example
  • Speech recognition example
  • Speech synthesis example
  • TF-IDF preprocessor
  • LDA preprocessor
  • AMSGrad optimizer
  • GRU network
  • CTC loss function
  • Object detection support (YOLO)
  • Hyper parameter tuning framework (grid search, gaussian optimization, evolutionary algorithms)

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