PaulBFB / mnist_gans

Handwritten number detection (MNIST dataset) using generative adversarial neural networks

Geek Repo:Geek Repo

Github PK Tool:Github PK Tool

Generative Adversarial Networks

Authors: Matthias Sammer, Paul Leitner

We show a theoretical summary of the principles of GANs in the jupyter notebook . To make it a little more tangible, we also created a small convenience wrapper class that shows the process in python in the python file

For the practical implementation we use tensorflow on a Keras backend, note that the training process on a CPU takes multiple hours, this could be expedited by using the GPU backend by at least an order of magnitude

About

Handwritten number detection (MNIST dataset) using generative adversarial neural networks


Languages

Language:HTML 96.3%Language:Jupyter Notebook 2.1%Language:Python 1.6%