Overview

This Bootcamp will be provided as an ONLINE course.

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.

Program

Agenda (Preliminary)

Day 1 (Intro) April 7, 2022: 09:00am - 12:00pm CEST

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) April 8, 2022: 09:00am - 12:30pm CEST

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

Prerequisites

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

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).

Language

The course language is English.

Lecturers / Training Assistants

Main lecturers: Tosin Omisore, Bharatkumar Sharma (NVIDIA)

Dr. Flavio Cesar 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)

Registration

The course is already full. Registration is closed.

Fee

This course is free of charge.

Organization

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.
HLRS is also member of the Baden-Württemberg initiative bwHPC.
This course is also provided within the framework of the bwHPC training program. This course is not part of the PATC curriculum and is not sponsored by the PATC program.

EuroCC

EuroCC collects the National Competence Centres in the framework of EuroHPC. EuroCC@GCS is the German National Competence Centre for High-Performance Computing.

Contact

Tobias Haas phone 0711 685 87223, tobias.haashlrs.de
Khatuna Kakhiani phone 0711 685 65796, kakhianihlrs.de
Lorenzo Zanon phone 0711 685 63824, zanonhlrs.de

Shortcut-URL & Course Number

https://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/

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