3rd International Workshop on Machine Learning and Quantum Computing Applications in Medicine and Physics

Session

11 Sep 2026, 13:40

Contribution list Timetable

107. Optimizing PyTorch AI Models with GPU Profiling and Triton Kernels - Part 1

Dr Konrad Klimaszewski (NCBJ), Michał Obara (NCBJ)

11/09/2026, 13:40

This training provides a practical introduction to optimizing PyTorch-based AI models on GPUs, with a strong focus on performance profiling and custom Triton kernels. The aim is to equip attendees with the skills needed to identify performance bottlenecks and accelerate GPU-based computations. By the end of the training, attendees will be able to:

• manage CPU–GPU memory transfers and reason...

108. Optimizing PyTorch AI Models with GPU Profiling and Triton Kernels - Part 2

Dr Konrad Klimaszewski (NCBJ), Michał Obara (NCBJ)

11/09/2026, 16:00

Tutorial

This training provides a practical introduction to optimizing PyTorch-based AI models on GPUs, with a strong focus on performance profiling and custom Triton kernels. The aim is to equip attendees with the skills needed to identify performance bottlenecks and accelerate GPU-based computations. By the end of the training, attendees will be able to:

• manage CPU–GPU memory transfers and reason...