SMARTHEP Edge Machine Learning School

from Monday 23 September 2024 (09:00) to Friday 27 September 2024 (18:00)
CERN (222/R-001)

        : Sessions
    /     : Talks
        : Breaks
23 Sept 2024
24 Sept 2024
25 Sept 2024
26 Sept 2024
27 Sept 2024
AM
09:00
Lectures - Anna Sfyrla (Universite de Geneve (CH)) (until 10:45)
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 ---
11:15
Lectures (until 12:00)
11:15 Introduction to GPUs - NVIDIA team  
11:45 Discussion  
09:00
Lectures - Sioni Paris Summers (CERN) (until 11:00)
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)  
11:00 --- Coffee break ---
11:30
Lectures - Dylan Sheldon Rankin (University of Pennsylvania (US)) (until 12:30)
11:30 Heterogeneous Accelerated Compute Cluster - Prof. Gustavo Alonso (ETHZ)  
12:15 Discussion  
08:45
Lectures - Andreas Salzburger (CERN) (until 09:30) (222/R-001)
08:45 Generative AI in Research and Science - Geetika Gupta (NVIDIA, Director Product Management)  
09:15 Discussion  
09:30
Tutorial - Sioni Paris Summers (CERN) (until 11:15) (222/R-001)
09:30 Training a quantized/pruned NN with QKeras/Tensorflow and deployment with hls4ml (via QONNX)[hls4ml team] - Benjamin Ramhorst (ETHZ) Benjamin Ramhorst (Imperial College (GB))  
11:15 --- Coffee break ---
11:45
Lectures - Sioni Paris Summers (CERN) (until 12:45) (222/R-001)
11:45 Efficient architectures with geometric deep learning - Hampus Otto Linander (Verses AI)  
12:30 Discussion  
09:00
Tutorial - Martino Borsato (Universita & INFN, Milano-Bicocca (IT)) (until 10:00) (222/R-001)
09:00 Decision Forests on FPGAs with conifer - Sioni Paris Summers (CERN)  
09:45 Discussion  
10:00
Lectures - Martino Borsato (Universita & INFN, Milano-Bicocca (IT)) (until 11:00) (222/R-001)
10:00 Greanwaves Technologies - ultralow power AI processors - Marco Fariselli (Greenwave technologies)  
10:45 Discussion  
11:00 --- Coffee break ---
11:30
Lectures - Sioni Paris Summers (CERN) (until 12:30) (222/R-001)
11:30 GROQ: Inference at the speed of data - Tobias Becker (Maxeler Technologies)  
09:00
NGT workshop: hls4ml HEP community forum (until 18:00)
PM
12:00 --- Lunch break ---
13:30
Lectures - Thea Aarrestad (ETH Zurich (CH)) (until 14:30)
13:30 ML inference on GPUs - NVIDIA team  
14:15 Discussion  
14:30
Tutorial - Thea Aarrestad (ETH Zurich (CH)) (until 16:00) (500/1-001 - Main Auditorium)
14:30 Tutorial on network optimization for GPUs - NVIDIA team  
16:00 --- Coffee break ---
16:30
Flash talks / poster session - Thea Aarrestad (ETH Zurich (CH)) (until 18:00)
16:30 FlashSim: Towards a Digital Twin of the CMS Experiment using Normalizing Flows and Flow Matching - Francesco Vaselli (Scuola Normale Superiore & INFN Pisa (IT))  
16:33 Improving the Inference of Graph Neural Networks for Track Reconstruction - Paolo Calafiura (Lawrence Berkeley National Lab. (US)) Jay Chan (Lawrence Berkeley National Lab. (US)) Alina Lazar (Youngstown State University (US)) James jsgaboriaultwhit@student.ysu.edu Henry Paschke Xiangyang Ju (Lawrence Berkeley National Lab. (US)) Minh Tuan Dang (CERN)  
16:36 An Open-Source RISC-V-based GPGPU Accelerator for Machine Learning-based Edge Computing Applications - Simone Machetti  
16:40 Accelerating Machine Learning algorithms in FPGAs for the trigger system of a SiPM-based upgraded camera of the CTA Large-Sized Telescopes - Prof. Juan Abel Barrio (IPARCOS-UCM) Alejandro Pérez Aguilera (IPARCOS-UCM) Dr Luis Ángel Tejedor (IPARCOS-UCM)  
16:46 Nanosecond ML for calorimeter segmentation - Noah Clarke Hall (University College London) Naoki Kimura (UCL) Alex Martynwood (UCL) Nikos Konstantinidis (UCL)  
16:49 NextGen Trigger WP 2.2: Enhancing the L0 Muon Trigger: Project goals and needs - Rimsky Alejandro Rojas Caballero (University of Massachusetts (US)) Maria Carnesale (Sapienza Universita e INFN, Roma I (IT)) Oliver Kortner (Max Planck Society (DE)) Verena Ingrid Martinez Outschoorn (University of Massachusetts (US))  
16:52 Nanosecond AI for anomaly detection with decision trees on FPGA - Joerg Stelzer (University of Pittsburgh (US))  
16:55 Neural Architectures and Data Processing Pipelines for Irradiation Experiments: from the Automatic Assessment of Proposals to the Monitoring of the Beam Quality - Jaroslaw Szumega (CERN EP-DT-DD, Mines ParisTech (FR))  
17:00 Real-time search for Dark Photons at the Upgraded LHCb experiment (Poster Upload) - Carlos Eduardo Cocha Toapaxi (Ruprecht Karls Universitaet Heidelberg) Martino Borsato (Universita & INFN, Milano-Bicocca (IT))  
17:05 Flavour Tagging in Run 3 at the LHCb experiment (Poster Upload) - Micol Olocco (Technische Universitaet Dortmund (DE))  
17:10 Track Reconstruction with Graph Neural Networks on Heterogeneous Architectures (Poster Upload) - Fotis Giasemis (Centre National de la Recherche Scientifique (FR))  
17:12 Ultrafast Jet Classification at the HL-LHC (Poster Upload) - Denis-Patrick Odagiu (ETH Zurich (CH))  
17:13 Optimizing Multi-Model Compression for Resource-Constrained Devices (Poster Upload) - João Luís Prado  
17:14 Licensing, Copyright and AI Training Data: Evidence from 2 Billion Images (Poster Upload) - Mr Irvin Dalaud (University of Lausanne, HEC) Prof. Christian Peukert (University of Lausanne, HEC) Viktor Shcherbakov (University of Lausanne, HEC)  
12:30 --- Lunch break ---
13:45
Tutorial - Anna Sfyrla (Universite de Geneve (CH)) (until 16:00) (500/1-001 - Main Auditorium)
13:45 QONNX - Marius Köppel (ETH Zurich (CH)) AMD/XILINX team  
14:15 Discussion  
14:30 Tutorial: Working with QONNX - Marius Köppel (ETH Zurich (CH))  
15:15 Tutorial: Training a fully heterogeneously quantized NN with HGQ - Chang Sun (California Institute of Technology (US))  
16:00 --- Coffee break ---
16:30
Tutorial - Tae Min Hong (University of Pittsburgh (US)) (until 18:00) (500/1-001 - Main Auditorium)
16:30 Introduction to fwX - Tae Min Hong (University of Pittsburgh (US))  
17:00 Tutorial - Santiago Cane (University of Pittsburgh (US)) Isabelle Eleonore Taylor (University of Pittsburgh (US)) Rajat Gupta (University of Pittsburgh (US)) Elangovan Yuvaraj Ben Carlson Pavel Serhiayenka Tae Min Hong (University of Pittsburgh (US)) Joerg Stelzer (University of Pittsburgh (US))  
12:45 --- Lunch break ---
14:00
Lectures -Dr Jean-Roch Vlimant (California Institute of Technology (US)) (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 ---
15:30
Tutorial -Dr Jean-Roch Vlimant (California Institute of Technology (US)) (until 17:00) (222/R-001)
15:30 Tutorial on neuromorphic computing - IBM Research  
17:00
Lectures -Dr Jean-Roch Vlimant (California Institute of Technology (US)) (until 18:00) (222/R-001)
17:00 Real time applications in earth-monitoring satellites - François Devieilleville (Agenium) Agenium Space  
17:30 Discussion  
12:30 --- Lunch break ---
13:45
Lectures - Maurizio Pierini (CERN) (until 15:10) (222/R-001)
13:45 Real-time processing for gravitational wave physics - Eric Anton Moreno (Massachusetts Institute of Technology (US))  
14:15 Discussion  
14:25 Real-time processing at the LST of CTAO - Matthieu Heller (Universite de Geneve (CH))  
14:55 Discussion  
15:10
Closing session - Maurizio Pierini (CERN) Anna Sfyrla (Universite de Geneve (CH)) Sioni Paris Summers (CERN) Thea Aarrestad (ETH Zurich (CH)) (until 16:00) (222/R-001)
15:15 Poster prizes  
15:30 Closing talk  
15:54 Further references