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Another fairly minimal implementation of variational autoencoder (Kingma et al., ICLR 2014) in Theano.

Requirements: Theano, SciPy, and matplotlib.

Example training and visualization for MNIST dataset can be found in mnist_manifold.sh. You can grab the dataset here; then change the path in utils.py accordingly.

Example manifold generated:

AEVB implementation

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Variational autoencoder in Theano

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  • Python 98.4%
  • Shell 1.6%