SMARTHEP Edge Machine Learning School

Session

Tutorial

23 Sept 2024, 14:30

222/R-001 (CERN)

Conveners

Tutorial: GPUs

• Thea Aarrestad (ETH Zurich (CH))

Tutorial: FPGAs

• Anna Sfyrla (Universite de Geneve (CH))

Tutorial: fwXmachina

• Tae Min Hong (University of Pittsburgh (US))

Tutorial: FPGAs

• Sioni Paris Summers (CERN)

Tutorial: Neuromorphic computing

• Jean-Roch Vlimant (California Institute of Technology (US))

Tutorial: FPGAs

• Martino Borsato (Universita & INFN, Milano-Bicocca (IT))

5. Tutorial on network optimization for GPUs

NVIDIA team

23/09/2024, 14:30

9. QONNX

AMD/XILINX team, Marius Köppel (ETH Zurich (CH))

24/09/2024, 13:45

43. Discussion

24/09/2024, 14:15

81. Tutorial: Working with QONNX

Marius Köppel (ETH Zurich (CH))

24/09/2024, 14:30

41. Tutorial: Training a fully heterogeneously quantized NN with HGQ

Chang Sun (California Institute of Technology (US))

24/09/2024, 15:15

76. Introduction to fwX

Tae Min Hong (University of Pittsburgh (US))

24/09/2024, 16:30

77. Tutorial

Ben Carlson, Elangovan Yuvaraj, Isabelle Eleonore Taylor (University of Pittsburgh (US)), Joerg Stelzer (University of Pittsburgh (US)), Pavel Serhiayenka, Rajat Gupta (University of Pittsburgh (US)), Santiago Cane (University of Pittsburgh (US)), Tae Min Hong (University of Pittsburgh (US))

24/09/2024, 17:00

16. Training a quantized/pruned NN with QKeras/Tensorflow and deployment with hls4ml (via QONNX)[hls4ml team]

Benjamin Ramhorst (ETHZ), Benjamin Ramhorst (Imperial College (GB))

25/09/2024, 09:30

45. Tutorial on neuromorphic computing

IBM Research

25/09/2024, 15:30

22. Decision Forests on FPGAs with conifer

Sioni Paris Summers (CERN)

26/09/2024, 09:00

59. Discussion

26/09/2024, 09:45

79. Discussion

78. Generative AI in Research and Science

Geetika Gupta (NVIDIA)

37. GROC

15. hls4ml

12. Training a quantized/pruned NN with Pytorch/Brevitas [AMD/Xilinx team]

14. Training a quantized/pruned NN with Pytorch/Brevitas [AMD/Xilinx team]