Autoencoder

This repo contains the Keras code for fully connected autoencoder found in several articles.

This is a 8 hidden layer autoencoder, 4 hidden encoder layers and 4 hidden decoder layers. Dataset: Mnist

1. Layer1 1000
2. Layer2 500
3. Layer3 250
4. Layer4 30

Articles

1. Training Neural Networks by Using Power Linear Units (PoLUs) link: https://arxiv.org/abs/1802.00212
2. Fast and accurate deep network learning by exponential linear units (elu) link: https://arxiv.org/abs/1511.07289
3. Natural Neural Networks (This is the original source) link: https://arxiv.org/abs/1507.00210

Prerequisites

• Python
• NumPy
• SciPy
• Matplotlib
• TensorFlow
• Keras