As part of the EXCELLERAT P2 training program, Fraunhofer SCAI in cooperation with HLRS offers a three-day workshop on data analytics for simulation data using machine learning.
This three-day online workshop addresses the preparation, analysis and interpretation of numerical simulation data by machine learning methods. Besides the introduction of the most important concepts like clustering, dimensionality reduction, visualization and prediction, this course provides several practical hands-on tutorials using the python libraries numpy, scikit-learn and pytorch as well as the SCAI DataViewer (see also the SimExplore tool).
Learning outcomes
Target audience
Researchers, developers and industrial end users interested in new ways to analyze and visualize numerical simulation data.
Online course Organizer: HLRS, University of Stuttgart, Germany
10. Mär 2025 08:45
12. Mär 2025 12:30
Online
Englisch
Basis
Daten in HPC / Deep Learning / Maschinelles Lernen
Künstliche Intelligenz
Big Data
Deep Learning
Maschinelles Lernen
Scientific Machine Learning
Zurück zur Liste
Learn more about course curricula and content levels.
Arno Feiden, Christian Gscheidle and Daniela Steffes-lai (Fraunhofer SCAI)
CET times:
Day 1: March 10, 2025
Day 2: March 11, 2025
Day 3: March 12, 2025
Notebooks and data will be already available on the EXCELLERAT Portal (specific course page under construction).
Updated exercises and slides will be made available during the course.
Register at Fraunhofer SCAI via the button at the top of this page.
Registration closes on Monday, February 24, 2025.
Link to the EU and EU-associated (Horizon Europe), and PRACE countries.
If you are an EXCELLERAT Member, special conditions are available.
Maksym Deliyergiyev, phone 0711 685 87261, maksym.deliyergiyev(at)hlrs.de
HLRS is part of the Gauss Centre for Supercomputing (GCS), together with JSC in Jülich and LRZ in Garching near Munich. EuroCC@GCS is the German National Competence Centre (NCC) for High-Performance Computing. HLRS is also a member of the Baden-Württemberg initiative bwHPC.
This course is partly realised in cooperation with the Centre of Excellence EXCELLERAT P2 (funded by the European Union, grant agreement No 101092621). See also the EXCELLERAT Service Portal for more information.
http://www.hlrs.de/training/2025/ML4SIM, on the EXCELLERAT Portal (under construction), and course website at Fraunhofer SCAI.
See the training overview and the Supercomputing Academy pages.
November 04 - Dezember 13, 2024
Online (flexible)