BOOTCAMP: AI for Science Bootcamp

This Bootcamp will be held online with Zoom.

During this two-day online Bootcamp, participants will learn how to apply AI tools, techniques and algorithms to real-life problems. You will study the core concepts of Deep Neural Networks, how to build Deep Learning models as well as how to measure and improve the accuracy of your models. You will also learn essential data pre-processing techniques to ensure a robust Machine Learning pipeline. This online Bootcamp is a hands-on learning experience where you will be guided through step-by-step instructions with teaching assistants on hand to help throughout.

The Bootcamp is co-organised by HLRS, JSC, LRZ, VSC, OpenACC.org and NVIDIA for EuroCC Austria and EuroCC@GCS, the Austrian and German National Competence Centres for High-Performance Computing.

Location

Online course
Organizer: HLRS, University of Stuttgart, Germany

Start date

Apr 17, 2023
09:00

End date

Apr 18, 2023
12:30

Language

English

Entry level

Intermediate

Course subject areas

Data in HPC / Deep Learning / Machine Learning

Topics

Artificial Intelligence

Big Data

Deep Learning

Machine Learning

Scientific Machine Learning

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Prerequisites and content levels

Prerequisites

Basic experience with Python. No GPU programming or AI knowledge is required.

Content levels
  • Intermediate level: 3,5 hours
  • Advanced level: 3,5 hours

Learn more about course curricula and content levels.

Instructors

Main lecturers: TBA

Agenda

- preliminary -

CEST time:

Day 1: Introduction

  • 09:00 - 09:15 Welcome (Moderator)
  • 09:15 - 09:30 Connecting to a cluster
  • 09:30 - 10:00 Introduction to GPU computing (Lecture)
  • 10:00 - 11:00 Introduction to AI (Lecture)
  • 11:00 - 12:00 CNN Primer and Keras 101 (Lecture and Lab)

Day 2: Advanced Topics

  • 09:00 - 10:30 Tropical cycle detection (Lab + Challenge)
  • 10:30 - 10:45 Break
  • 10:45 - 12:15 Steady Flow Estimation (Challenge)
  • 12:15 - 12:30 Wrap up and Q&A

Hands-on sessions

Attendees will be given access to a GPU cluster for the duration of the Bootcamp.

The code is publicly available on github (climate and CFD).

Registration information

The course is open and free of charge for participants from academia and industry.

Please register at OpenACC-Standard.org via the button at the top of this page with your institutional e-mail address to prove your affiliation.

The final participants will be selected and informed after the registration deadline has passed.

This course is offered in cooperation by HLRS, JSC, LRZ, VSC, OpenACC.org and NVIDIA. Registration is done via www.gpuhackathons.org hosted by OpenACC-Standard.org. Your registration data will be transferred to these partners. For legal notes see the Privacy Policy.

Registration closes on March 28, 2023 at 23:55.

Fees

This event is free of charge.

Contact

Tobias Haas, phone 0711 685 87223, tobias.haas(at)hlrs.de
Khatuna Kakhiani, phone 0711 685 65796, kakhiani(at)hlrs.de
Lorenzo Zanon, phone 0711 685 63824, zanon(at)hlrs.de

PRACE PATC and bwHPC

HLRS is part of the Gauss Centre for Supercomputing (GCS), which is one of the six PRACE Advanced Training Centres (PATCs) that started in Feb. 2012.

This course is not part of the PATC curriculum and is not sponsored by the PATC program.

HLRS is also member of the Baden-Württemberg initiative bwHPC.

EuroCC

This course has been developed together with EuroCC. EuroCC@GCS is the German National Competence Centre (NCC) for High-Performance Computing.

Further courses

See the training overview and the Supercomputing Academy pages.