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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.

Abstract

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 Open In Colab
Cheat-Sheet: Hardware-Aware Training of Spiking Neural Networks with snnTorch Open In Colab
Neuromorphic Accelerator Design with Sky130 Open In Colab