This workshop will let you explore Norse. Norse lets you do deep-learning with spiking neural networks. It provides simple bio-inspired neuron models which are integrated into PyTorch, a popular deep learning library. This allows you to develop large scale deep-learning models with spiking neurons quickly.
- Introduction - Notebook used during the presentation
- Encoding - experiment with encoding of data to spikes
- High Performance Computing - train models with PyTorch Lightning and learn how to scale to HPC
- Single Neuron Experiments - learn more about Norse by experimenting with a single neuron
- Stochastic Computing - explore stochastic computing with spiking neurons
- Parameter Learning - explore how to optimise neuron parameters
You are also encouraged to explore the other example tasks and tutorial notebooks, aswell as our documentation.