Machine learning on FPGAs using HLS

QONNX: Arbitrary-Precision Quantized Neural Networks in ONNX

Server infrastructure for GPU inference-as-a-service in large scientific experiments

Neural Architecture Codesign: A Model Optimization Toolkit for Physics

Model zoo for the Quantized ONNX (QONNX) model format

Tutorial notebooks for hls4ml

Code for plots, models, data generation and other utilities relating to the paper "wa-hls4ml: A Benchmark and Surrogate Models for hls4ml Resource and Latency Estimation"

Training, testing and synthetisation for FPGA of three machine learning models: MLP, deepsets, and interaction networks with application to HL-LHC jet tagging.