2022-04-07 AI for Science Bootcamp (hbcp1s22)

Registration

The course is already full. Registration is closed.

Contents

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

Event Format 

This 2-day Bootcamp will be hosted online in the Central European Time (CET) zone. All communication will be done through Zoom, Slack and email.

Agenda (Preliminary)

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

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

Day 2 (Advanced) April 8, 2022: 09:00am - 12:30pm CEST

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

Prerequisites

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

Hands-On

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

Language

English

Lecturers / Training Assistants (tbc.)

Dr. Tosin Adesuyi, Bharatkumar Sharma (NVIDIA)

Florent Dufour, Maja Piskac (LRZ)

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

Dr. Alexandre Strube, Jan Ebert (JSC)

Prices and Eligibility

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

Legal Notices

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