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README.org

Keras example codes

Dependencies

I recommend using anaconda3

  • python libraries
    • Keras
    • tensorflow or theano
    • pydot_ng
    • matplotllib
    • daft (only tutorial )
    • gensim (only save and load word embeddings)
  • software
    • graphviz

Contents

Keras 1

  • Image
    • CNN_MNIST
    • variational auto encoder for CIFAR10
    • Gumbel-softmax with variational auto encoder for MNIST
    • residual CIFAR10
  • Text
    • encoder-decoder
    • Skip-Gram : not hieraltical softmax and negative sampling
  • Tutorial
    • keras_tutorial : for Machine Learning seminar at Tsukuba (note: 7MB notebook and ja only)

Keras 2

  • autoencoder
  • MLP_MNIST
  • CNN_CIFAR10
  • CBoW : Normal softmax
  • RNN_binary_classification
  • NNLM
  • SCRNLM : Structurally Constrained Recurrent Nets Language Model
  • fastText : Bi-gram features and softmax
  • Skip-Gram&NG : Skip-gram with negative sampling
  • prodLDA : Product of experts model’s LDA based on VAE
  • sklearn_MLP_MNIST: Sklearn API example for parameter search on MNIST classification