autoencoder-explore

Fit autoencoders on the MNIST dataset and plot properties of the learned models.

Dependencies

Python 3.5, Keras 2.0.6, Numpy, Pandas, and Matplotlib.

Examples

Fit a simple autoencoder

python fitplot.py --folder ~/plot_ae --reg-activity-method l2 --reg-activity-coefs 1e-5

Fit a variational autoencoder

python fitplot.py --folder ~/plot_vae --vae 1 --reg-activity-method vae --reg-activity-coefs 0.1