Neuroevolution of Bayesian Neural Networks

Using Neuro Evolution to train and architecture-search in Bayesian Neural Networks (Feed-forward) for Supervised Learning tasks: Regression and Classification.

Networks are implemented in Pytorch and can run both in CPU and GPU.

Report: Neuroevolution of Bayesian Neural Networks

Make commands

Spin up environment

make jupyter

Run test

make test

Run Experiments

Different datasets are available.

Neuroevolution

Check examples folder to run Neuro-evolution of Bayesian Neural Networks

Standard Deep Learning

Check deep_learning folder to run both:

• Frequentist Networks trained by backpropagation
• Bayesian Networks trained by backpropagation