keras-examples

keras-examples copied to clipboard

• [[https://github.com/fchollet/keras][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