ESSCIRC23-os-neuromorphic-tutorial
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Notebooks for Hardware-Aware Training of Spiking Neural Networks. Open-Source Neuromorphic Circuit Design Tutorial at ESSCIRC 2023.
ESSCIRC/ESSDIRC 2023: Open-Source Neuromorphic Circuit Design Tutorial
This repository contains the notebooks related to hardware-aware training of spiking neural networks presented at ESSCIRC/ESSDIRC 2023 (Lisbon, Portugal) for the tutorial on Open-Source Neuromorphic Circuit Design co-presented by Charlotte Frenkel, Jason Eshraghian, and Rajit Manohar.
There are two tutorial notebooks in this repo:
- One for hardware-aware training spiking neural networks using snnTorch
- One for running several neuromorphic designs through the OpenLane flow using the Sky130 PDK
Notebooks
Title | Colab Link |
---|---|
Hardware-Aware Training of Spiking Neural Networks with snnTorch | |
Cheat-Sheet: Hardware-Aware Training of Spiking Neural Networks with snnTorch | |
Neuromorphic Accelerator Design with Sky130 |