SMARTHEP Edge Machine Learning School

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


        : Sessions
    /     : Talks
        : Breaks
23 Sept 2024
24 Sept 2024
25 Sept 2024
26 Sept 2024
27 Sept 2024
AM
09:00
Lectures (until 10:45) (500/1-001 - Main Auditorium)
09:00 Introduction to ML - Michael Kagan (SLAC National Accelerator Laboratory (US))   (500/1-001 - Main Auditorium)
09:30 Discussion   (500/1-001 - Main Auditorium)
09:45 ML on the Edge at the LHC experiments - Dylan Sheldon Rankin (University of Pennsylvania (US))   (500/1-001 - Main Auditorium)
10:30 Discussion   (500/1-001 - Main Auditorium)
10:45 --- Coffee break ---
11:15
Lectures (until 12:00) (500/1-001 - Main Auditorium)
11:15 Introduction to GPUs - NVIDIA team   (500/1-001 - Main Auditorium)
11:45 Discussion   (500/1-001 - Main Auditorium)
09:00
Lectures (until 11:00) (500/1-001 - Main Auditorium)
09:00 Introduction to FPGAs and FPGA inference - Mario Ruiz Noguera (AMD)   (500/1-001 - Main Auditorium)
09:45 AMD Brevitas QAT and the FINN compiler - Mario Ruiz Noguera (AMD)   (500/1-001 - Main Auditorium)
10:45 --- Coffee break ---
11:15
Lectures (until 12:30) (500/1-001 - Main Auditorium)
11:15 Heterogeneous Accelerated Compute Cluster - Prof. Gustavo Alonso (ETHZ)   ()
12:00 Discussion   ()
09:00
Tutorial (until 10:45) (222/R-001)
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 ---
11:15
Lectures (until 12:30) (222/R-001)
11:15 Edge inference for autonomous vehicles - Hampus Otto Linander (Verses AI)   (222/R-001)
12:00 Discussion   (222/R-001)
09:00
Tutorial (until 10:00) (222/R-001)
09:00 Vitis AI / Intel AI ?   ()
09:45 Discussion   (222/R-001)
10:00
Lectures (until 11:00) (500/1-001 - Main Auditorium)
10:00 Greanwaves Technologies - ultralow power AI processors - Marco Fariselli (Greenwave technologies)   (500/1-001 - Main Auditorium)
10:45 Discussion   (500/1-001 - Main Auditorium)
11:00 --- Coffee break ---
11:15
Lectures (until 12:15) (500/1-001 - Main Auditorium)
09:00
NGT workshop: hls4ml HEP community forum (until 18:00) ()
09:00
Overflow day to allocate depending on wishes or needs (until 18:00) (222/R-001)
PM
12:00 --- Lunch break ---
13:30
Lectures (until 14:30) (500/1-001 - Main Auditorium)
13:30 ML inference on GPUs - NVIDIA team   (500/1-001 - Main Auditorium)
14:15 Discussion   (500/1-001 - Main Auditorium)
14:30
Tutorial (until 16:30) (500/1-001 - Main Auditorium)
14:30 Tutorial on network optimization for GPUs - NVIDIA team   ()
16:30
Flash talks / poster session (until 18:00) (500/1-001 - Main Auditorium)
16:30 Flash talks / Poster session   (500/1-001 - Main Auditorium)
12:30 --- Lunch break ---
13:45
Tutorial (until 16:00) (500/1-001 - Main Auditorium)
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 ---
16:30
Flash talks / poster session (until 17:45) (500/1-001 - Main Auditorium)
16:30 Flash talks / poster session   (500/1-001 - Main Auditorium)
12:30 --- Lunch break ---
14:00
Lectures (until 15:00) (222/R-001)
14:00 Neuromorphic computing - Thomas Ortner (IBM Research) Stanislaw Wozniak (IBM Research)   ()
14:45 Discussion   ()
15:00 --- Coffee break ---
15:15
Tutorial (until 16:45) (222/R-001)
15:15 Tutorial on neuromorphic computing - IBM Research   (222/R-001)
17:00
Lectures (until 18:00) (500/1-001 - Main Auditorium)
17:00 Real time applications in earth-monitoring satellites - Agenium Space   (500/1-001 - Main Auditorium)
17:30 Discussion   (500/1-001 - Main Auditorium)
12:15 --- Lunch break ---
13:30
Lectures (until 14:55) (500/1-001 - Main Auditorium)
13:30 Real-time processing for gravitational wave physics - Eric Anton Moreno (Massachusetts Institute of Technology (US))   (500/1-001 - Main Auditorium)
14:00 Discussion   (500/1-001 - Main Auditorium)
14:10 Real-time processing at CTAO - Matthieu Heller (Universite de Geneve (CH))   (500/1-001 - Main Auditorium)
14:40 Discussion   (500/1-001 - Main Auditorium)
15:00
Closing session (until 16:00) (222/R-001)
15:00 Poster prizes   (222/R-001)
15:30 Closing talk   (222/R-001)