Machine Learning with AMD GPUs and ROCm Software

Course/Event Essentials

Event/Course Start
Event/Course End
Event/Course Format
Online
Live (synchronous)
Primary Event/Course URL
https://www.hlrs.de/training/2021/DL1-A…

Venue Information

Country: Germany
Venue Details: Click here

Training Content and Scope

Scientific Domain
Not scientific domain specific
Technical Domain
Accelerators
Artificial intelligence (AI), machine and deep learning
Data science and high performance data analytics (HPDA)
HPC application usage
Numerical libraries and methods
Parallel programming
Performance engineering
Virtualisation, containers
Level of Instruction
Intermediate
Advanced
Sector of the Target Audience
Research and Academia
Industry
Public Sector
HPC Profile of Target Audience
Application Users
Application Developers
Data Scientists
System Administrators
Language of Instruction
English

Other Information

Organiser
HLRS
Supporting Project(s)
EXCELLERAT
Event/Course Description

Participants will be introduced to AMD's Instinct GPU portfolio and ROCm software ecosystem. The course will introduce the configuration of an AMD-based ML environment, along with the use of TensorFlow and PyTorch frameworks in conjunction with AMD GPUs. Exercises for participants will provide hands-on experience with the basics of using ROCm tools. The content will also include an introduction to performance profiling tools for AMD GPUs.

This course provides training in distributed Machine Learning.