NGT Tutorials: HGQ + hls4ml

Monday 10 Nov 2025, 09:00 → 12:30 Europe/Zurich

HGQ is a tool to perform quantization-aware training of neural networks, with fine-grained quantization granularity.

hls4ml is a tool to deploy quantized neural networks into FPGAs

In this tutorial, participants will be trained to use the two tools in a pipeline, to go from their network model to a firmware deployment.

09:00 → 09:45 Introduction to hls4ml

09:45 → 10:10 Break

10:10 → 12:10 Hands-on Tutorial