Learning PyTorch with ssnTorch Table Of Content

• snnTorch

1. Installation & Troubleshooting
2. Spike Encoding with snnTorch
3. A Feedforward Spiking Neural Network
4. nd Order Spiking Neuron Models (Optional)
5. Training Spiking Neural Networks with snnTorch
6. Surrogate Gradient Descent in a Convolutional SNN
7. Neuromorphic Datasets with Tonic + snnTorch
8. Population Coding
9. Regression: Part I – Membrane Potential Learning with LIF Neuron
10. Regression: Part II – Regression-based Classification with Recurrent LIF Neurons

• PyTorch