Optimizing GPU Codes with Nvidia Nsight Profiling Tools on HiPerGator

Wednesday, October 16, 2024, 1:00PM – 2:30PM
Venue: The NVIDIA Auditorium (Room 1000 Malachowsky Hall) and Zoom
Fee: Free
Registration: Register here

Join us for a UFIT Research Computing workshop on “Optimizing GPU Codes with Nvidia Nsight Profiling Tools on HiPerGator.” This workshop offers a practical guide for AI researchers on HiPerGator aiming to enhance their machine learning models through efficient CUDA code optimization. We will use machine learning codes as examples and dive into the fundamentals of GPU profiling and optimization with Nsight’s powerful profiling tools, attendees will learn to detect and address critical performance bottlenecks that hinder their AI computations. Whether you’re dealing with memory limitations, inefficient kernel executions, or other common computational issues, this session will equip you with the skills to use Nisght to analyze and refine your code.

Prerequisites: 

• Basic understanding of Machine Learning
• Basic understanding of GPU computing

Computer Vision on HiPerGator

Wednesday, October 23, 2024, 1:00PM – 2:30PM
Venue: The NVIDIA Auditorium (Room 1000 Malachowsky Hall) and Zoom
Fee: Free
Registration: Register here

This workshop is a free event designed to get you started with computer vision using AI. You will get experience with building and training convolutional neural networks and also work with the state-of-the-art computer vision tools available on HiPerGator.

Any questions regarding the above events, please contact UFIT Research Computing’s AI and RSE Manager Ying Zhang at yingz@ufl.edu