The tutorial consists of a series of Google Colab notebooks. Static non-editable versions are also available.
Future tutorials on spiking neurons and training are under construction.
- Tutorial 1 - Spike Encoding
- Tutorial 2 - The Leaky Integrate-and-Fire Neuron
- Tutorial 3 - A Feedforward Spiking Neural Network
- Tutorial 4 - 2nd Order Spiking Neuron Models
- Tutorial 5 - Training Spiking Neural Networks with snntorch
- Tutorial 6 - Surrogate Gradient Descent in a Convolutional SNN
- Tutorial 7 - Neuromorphic Datasets with Tonic + snnTorch
- Accelerating snnTorch on IPUs
- Population Coding in Spiking Neural Nets
- Regression with SNNs: Part I