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keras-examples's Introduction

keras example codes

dependencies

I recommend using anaconda3

  • python libraries
    • keras (>1.0)
    • theano
    • pydot_ng
    • matplotllib
    • daft (only tutorial )
    • gensim (only save and load word embeddings)
  • software
    • graphviz

contents

  • Image
    • MLP_MNIST
    • CNN_MNIST
    • CNN_CIFAR10
    • autoencoder
    • variational auto encoder for CIFAR10
    • Gumbel-softmax with variational auto encoder for MNIST
    • residual CIFAR10
  • Text
    • RNN_binary_classification
    • encoder-decoder
    • NNLM
    • CBoW : not hieraltical softmax and negative sampling
    • Skip-Gram : not hieraltical softmax and negative sampling
    • Skip-Gram&NG : using negative sampling
    • fast text : not hieraltical softmax and bi-gram features
    • SCRNLM : Structurally Constrained Recurrent Nets Language Model
  • Tutorial
    • keras_tutorial : for Machine Learning seminar at Tsukuba (note: 7MB notebook and ja only)

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