BOOTCAMP: AI for Science Bootcamp

This Bootcamp will be held online with Zoom.

This Bootcamp is a new round of the same Bootcamp on Feb 1-2, 2022: 2022/BC-AI-NV.

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, OpenACC.org and NVIDIA for EuroCC@GCS, the German National Competence Centre for High-Performance Computing.

Veranstaltungsort

Online course
Organizer: HLRS, University of Stuttgart, Germany

Veranstaltungsbeginn

07. Apr 2022
09:00

Verstaltungsende

08. Apr 2022
12:30

Sprache

Englisch

Einstiegslevel

Mittel

Themenbereiche

Daten in HPC / Deep Learning / Maschinelles Lernen

Themen

Künstliche Intelligenz

Big Data

Deep Learning

Maschinelles Lernen

Scientific Machine Learning

Zurück zur Liste

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: Tosin Omisore, Bharatkumar Sharma (NVIDIA)

Dr. Flavio C. Cunha Galeazzo, Dr. Tobias Haas, Martin Herrerias Azcue, Dr. Khatuna Kakhiani, Dr. Lorenzo Zanon (HLRS)

Dr. Alexandre Strube, Jan Ebert (JSC)

Florent Dufour, Maja Piskac (LRZ)

Mozhgan Kabiri Chimeh, PhD (NVIDIA)

Agenda

CEST time:

Day 1: 7 April 2022 - 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: 8 April 2022 - Advanced

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 already full. Registration is closed.

This course is offered in cooperation by HLRS, JSC, LRZ, 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.

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.

Official course URL(s)

http://www.hlrs.de/training/2022/BC-AI-NV2 and course websites at LRZ and (previous AI Bootcamp in Feb 2022) at JSC.

Further courses

http://www.hlrs.de/training/ and http://www.hlrs.de/training/overview/

Höchstleistungsrechenzentrum Stuttgart