Tutorials

The tutorial consists of a series of Google Colab notebooks. Static non-editable versions are also available.

Tutorial	Title	Colab Link
Tutorial 1	Spike Encoding with snnTorch
Tutorial 2	The Leaky Integrate and Fire Neuron
Tutorial 3	A Feedforward Spiking Neural Network
Tutorial 4	2nd Order Spiking Neuron Models (Optional)
Tutorial 5	Training Spiking Neural Networks with snnTorch
Tutorial 6	Surrogate Gradient Descent in a Convolutional SNN
Tutorial 7	Neuromorphic Datasets with Tonic + snnTorch

Advanced Tutorials	Colab Link
Population Coding
Regression: Part I - Membrane Potential Learning with LIF Neurons
Regression: Part II - Regression-based Classification with Recurrent LIF Neurons
Binarized Spiking Neural Networks: Erik Mercado
Accelerating snnTorch on IPUs	—

Dataset Tutorials	Colab Link
Exoplanet Hunter: Finding Planets Using Light Intensity
Spiking-Tactile MNIST Neuromorphic Dataset

Future tutorials on spiking neurons and training are under development.

• 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
• Exoplanet Hunter: Finding Planets Using Light Intensity
• Accelerating snnTorch on IPUs
• Population Coding in Spiking Neural Nets
• Regression with SNNs: Part I
• Regression with SNNs: Part II
• Training on ST-MNIST with Tonic + snnTorch Tutorial