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