Fabrizio Ottati and I will be running a tutorial tomorrow (Sunday, 3 March) at the International Symposium on Field-Programmable Gate Arrays (ISFPGA) in Monterey, CA titled: “Who needs neuromorphic hardware? Deploying SNNs to FPGAs via HLS”.

We’ll go through software and hardware: training SNNs using quantization-aware techniques across weights and stateful quantization, and then show how to go from an snnTorch model straight into AMD/Xilinx FPGAs for low-power + flexible deployment.

GitHub repo: https://github.com/open-neuromorphic/fpga-snntorch

Tutorial summary: https://www.isfpga.org/workshops-tutorials/#t2