Cyfronet AI for Science Bootcamp

Course/Event Essentials

Event/Course Start
Event/Course End
Event/Course Format
Online
Live (synchronous)

Venue Information

Country: Poland
Venue Details: Click here

Training Content and Scope

Scientific Domain
Level of Instruction
Beginner
Sector of the Target Audience
Research and Academia
HPC Profile of Target Audience
Application Users
Language of Instruction

Other Information

Supporting Project(s)
EuroCC2/CASTIEL2
Event/Course Description

The Academic Computer Centre Cyfronet AGH, PLGrid Infrastructure, Polish National Competence HPC Centre, and NVIDIA are hosting a GPU Bootcamp.

During this online Bootcamp, participants will learn how to apply AI tools, techniques, and algorithms to real-life problems. You'll study the key concepts of Deep Neural Networks, how to build Deep Learning models, and how to measure and improve the accuracy of your models. You'll also learn essential data preprocessing techniques to ensure a robust machine learning pipeline. This online Bootcamp is a hands-on learning experience where you'll be guided by step-by-step instructions with mentors on hand to help throughout the process.

Application Deadline: August 25, 2023

Agenda

Day 1 (Intro): September 11, 2023 // 09:30 AM - 01:00 PM

  • 09:30 AM - 09:45 AM: Welcome (Moderator)
  • 09:45 AM - 10:00 AM: Cluster Access
  • 10:00 AM - 11:00 AM: Introduction to GPU computing (Lecture)
  • 11:00 AM - 12:00 PM: Introduction to AI (Lecture)
  • 12:00 PM - 01:00 PM: CNN Primer and Keras 101 (Lecture and Lab)

Day 2 (Advanced): September 12, 2023 // 09:30 AM - 01:00 PM

  • 09:30 AM - 12:45 PM: Tropical cycle detection (Lab + Challenge)
  • 12:45 PM - 01:00 PM: Wrap up and Q&A