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AI Training Series

The OLCF is proud to offer the AI Training Series. The AI Training Series is meant to highlight workflows, tools, software, and techniques used for machine learning and deep learning in the HPC realm.

This repository contains the tutorials relevant to the various AI Training Series events that have already happened or will happen in the future.

A list of the events (so far):

Date Event Format Material
04/26/23 AI for HPC OLCF User Conference Call Recording, Slides
06/15/23 AI for Science at Scale - Introduction Tutorial Recording, Slides
07/13/23 SmartSim at OLCF Tutorial Recording, Slides, Q&A, Tutorial
10/12/23 AI for Science at Scale - Part 2 Tutorial Recording, Slides
03/27/24 Unlocking the power of LLMs with NVIDIA NeMo OLCF User Conference Call Recording, Slides
04/17/24 Enhancing PyTorch Performance on Frontier with the RCCL/OFI-plugin Tutorial Recording, Slides
07/11/24 AI for Science at Scale - Part 3 Tutorial Recording, Slides
09/26/24 SmartSim 2024 Tutorial Recording, Slides, Tutorial
01/30/25 AI Surrogates for Enhancing Traditional HPC Applications Tutorial Recording, Slides
02/27/25 AI surrogate models, interpretability, and uncertainty quantification Tutorial Recording
03/28/25 2025 Best Practices for AI on Frontier Tutorial Recording, Slides 1, Slides 2, Slides 3, Slides 4
07/15/26 Contemporary Generative AI and Agentic Workflows Tutorial Recording, Slides
08/25/2026 Securing and Evaluating Agentic AI at Scientific Facilities Lecture Recording, Slides
09/03/2026 Incorporating AI into and around Scientific Simulations Using RHAPSODY and DragonHPC Tutorial Recording, Slides

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