Name: SMARTHEP Edge Machine Learning School
Start: 2024-09-23T09:00:00+02:00
End: 2024-09-27T18:00:00+02:00
Location: No location set

SMARTHEP Edge Machine Learning School

from Monday, 23 September 2024 (09:00) to Friday, 27 September 2024 (18:00)

Monday, 23 September 2024
09:00 ML
ML
09:00 - 10:45
Room: 500/1-001 - Main Auditorium
Contributions

09:00 Introduction to ML - Michael Kagan (SLAC National Accelerator Laboratory (US))

09:30 Discussion

09:45 ML on the Edge at the LHC experiments - Dylan Sheldon Rankin (University of Pennsylvania (US))

10:30 Discussion
10:45 Coffee break
Coffee break
10:45 - 11:15
11:15 GPUs
GPUs
11:15 - 12:00
Room: 500/1-001 - Main Auditorium
Contributions

11:15 Introduction to GPUs - NVIDIA team

11:45 Discussion
12:00 Lunch break
Lunch break
12:00 - 13:30
13:30 GPUs
GPUs
13:30 - 14:30
Room: 500/1-001 - Main Auditorium
Contributions

13:30 ML inference on GPUs - NVIDIA team

14:15 Discussion
14:30 GPUs
GPUs
14:30 - 16:30
Room: 500/1-001 - Main Auditorium
Contributions

14:30 Tutorial on network optimization for GPUs - NVIDIA team
16:30 Topical poster session (depending on abstracts)
Topical poster session (depending on abstracts)
16:30 - 18:00
Room: 500/1-001 - Main Auditorium
Contributions

16:30 Flash talks / Poster session
Tuesday, 24 September 2024
09:00 FPGAs
FPGAs
09:00 - 11:00
Room: 500/1-001 - Main Auditorium
Contributions

09:00 Introduction to FPGAs and FPGA inference - Mario Ruiz Noguera (AMD)

09:45 AMD Brevitas QAT and the FINN compiler - Mario Ruiz Noguera (AMD)
10:45 Coffee break
Coffee break
10:45 - 11:15
11:15 Heterogeneous Accelerated Compute Cluster - HACC
Heterogeneous Accelerated Compute Cluster - HACC
11:15 - 12:30
Room: 500/1-001 - Main Auditorium
Contributions

11:15 Heterogeneous Accelerated Compute Cluster - Gustavo Alonso (ETHZ)

12:00 Discussion
12:30 Lunch break
Lunch break
12:30 - 13:45
13:45 FPGAs
FPGAs
13:45 - 16:00
Room: 500/1-001 - Main Auditorium
Contributions

13:45 QONNX - AMD/XILINX team

14:15 Discussion

14:30 Training a quantized/pruned NN with Pytorch/Brevitas and deployment with FINN - AMD/XILINX team
16:00 Coffee break
Coffee break
16:00 - 16:30
16:30 Topical poster session (depending on abstracts)
Topical poster session (depending on abstracts)
16:30 - 17:45
Room: 500/1-001 - Main Auditorium
Contributions

16:30 Flash talks / poster session
Wednesday, 25 September 2024
09:00 FPGAs
FPGAs
09:00 - 10:45
Room: 222/R-001
Contributions

09:00 Training a quantized/pruned NN with QKeras/Tensorflow and deployment with hls4ml (via QONNX)[hls4ml team] - Benjamin Ramhorst (ETHZ) Benjamin Ramhorst (Imperial College (GB))
10:45 Coffee break
Coffee break
10:45 - 11:15
11:15 Edge ML out of HEP
Edge ML out of HEP
11:15 - 12:30
Room: 222/R-001
Contributions

11:15 Edge inference for autonomous vehicles - Hampus Otto Linander (Verses AI)

12:00 Discussion
12:30 Lunch break
Lunch break
12:30 - 14:00
14:00 Neuromorphic computing
Neuromorphic computing
14:00 - 15:00
Room: 222/R-001
Contributions

14:00 Neuromorphic computing - Stanislaw Wozniak (IBM Research) Thomas Ortner (IBM Research)

14:45 Discussion
15:00 Coffee break
Coffee break
15:00 - 15:15
15:15 Neuromorphic computing
Neuromorphic computing
15:15 - 16:45
Room: 222/R-001
Contributions

15:15 Tutorial on neuromorphic computing - IBM Research
17:00 Satellite
Satellite
17:00 - 18:00
Room: 500/1-001 - Main Auditorium
Contributions

17:00 Real time applications in earth-monitoring satellites - Agenium Space

17:30 Discussion
Thursday, 26 September 2024
09:00 FPGAs
FPGAs
09:00 - 10:00
Room: 222/R-001
Contributions

09:00 Vitis AI / Intel AI ?

09:45 Discussion
10:00 Greenwaves Technologies
Greenwaves Technologies
10:00 - 11:00
Room: 500/1-001 - Main Auditorium
Contributions

10:00 Greanwaves Technologies - ultralow power AI processors - Marco Fariselli (Greenwave technologies)

10:45 Discussion
11:00 Coffee break
Coffee break
11:00 - 11:15

11:15 GROQ
GROQ
11:15 - 12:15
Room: 500/1-001 - Main Auditorium

12:15 Lunch break
Lunch break
12:15 - 13:30
13:30
13:30 - 14:55
Room: 500/1-001 - Main Auditorium
Contributions

13:30 Real-time processing for gravitational wave physics - Eric Anton Moreno (Massachusetts Institute of Technology (US))

14:00 Discussion

14:10 Real-time processing at CTAO - Matthieu Heller (Universite de Geneve (CH))

14:40 Discussion
15:00
15:00 - 16:00
Room: 222/R-001
Contributions

15:00 Poster prizes

15:30 Closing talk
Friday, 27 September 2024

09:00

09:00 - 18:00

SMARTHEP specific
SMARTHEP specific
09:00 - 18:00
Room: 222/R-001

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