# 🎙️ Talks
Sam Foreman
- [📆 2025](#calendar-2025)
- [📆 2024](#calendar-2024)
- [📆 2023](#calendar-2023)
- [📆 2022](#calendar-2022)
- [📆 2020](#calendar-2020)
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## 📆 2025
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> ### [AuroraGPT: Training Foundation Models on Supercomputers](../talks/2025/12/16/slides.html) @ ANL \[12/2025\]
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> ### [Training Foundation Models on Supercomputers](../talks/2025/10/24/slides.html) @ UIUC \[10/2025\]
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> ### [Training Foundation Models on Supercomputers](../talks/2025/10/15/slides.html) @ Georgia Institute of Technology \[10/2025\]
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> ### [AERIS: Argonne Earth Systems Model](../talks/2025/10/08/index.html) @ [2025 ALCF Hands On HPC Workshop](https://www.alcf.anl.gov/events/2025-alcf-hands-hpc-workshop) \[10/2025\]
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> ### [Training Foundation Models on Supercomputers](../talks/2025/09/24/index.html) @ [2025 ALCF Hands On HPC Workshop](https://www.alcf.anl.gov/events/2025-alcf-hands-hpc-workshop) \[09/2025\]
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> ### [Scientific AI at Scale: AI for Science](../talks/openskai25/ai4science/index.html) @ [Open SkAI 2025](https://www.openskai-conference.org) \[09/2025\]
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> ### [Scientific AI at Scale: Distributed Training](../talks/openskai25/training/index.html) @ [Open SkAI 2025](https://www.openskai-conference.org/) \[09/2025\]
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> ### [Large Scale Training on Diverse Accelerators](../talks/AuroraGPT-SIAM25/index.html) @ [Scalable Deep Learning, *SIAM AN2025*](https://meetings.siam.org/sess/dsp_programsess.cfm?SESSIONCODE=84772) \[07/2025\]
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> ### [LLMs on Aurora: 🌌 AuroraGPT](../talks/incite-hackathon-2025/AuroraGPT/index.html) @ [*2025 ALCF INCITE GPU Hackathon*](https://www.alcf.anl.gov/events/alcf-incite-gpu-hackathon) \[05/2025\]
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> - [🎥 video](https://www.youtube.com/watch?v=KJBbR_oFO2E)
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> ### [LLMs on Aurora: 🍋 ezpz](../talks/incite-hackathon-2025/ezpz/index.html) @ [*2025 ALCF INCITE GPU Hackathon*](https://www.alcf.anl.gov/events/alcf-incite-gpu-hackathon) \[05/2025\]
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> ### [AuroraGPT: Foundation Models for Science](../talks/aurora-gpt-fm-for-electric-grid/index.html) @ [*Foundation Models for the Electric Grid*](https://www.alcf.anl.gov/alcf-ai-science-training-series) \[02/2025\]
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## 📆 2024
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> ### [Parallel Training Methods](../talks/ai-for-science-2024/index.html) @ [*AI-for-Science on Supercomputers*](https://www.alcf.anl.gov/alcf-ai-science-training-series) \[11/2024\]
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> ### [AuroraGPT](../talks/AuroraGPT/alcf-hpc-workshop-2024/index.html) @ [*2024 ALCF Hands-On HPC Workshop*](https://www.alcf.anl.gov/events/2024-alcf-hands-hpc-workshop) \[10/2024\]
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> ### [Machine Learning and Foundation Models at Scale](../talks/alcf-hpc-workshop-2024/index.html) @ [*2024 ALCF Hands-On HPC Workshop*](https://www.alcf.anl.gov/events/2024-alcf-hands-hpc-workshop) \[10/2024\]
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> ### [AuroraGPT](../talks/hpc-user-forum/index.html) @ [*HPC User Forum*, 2024](https://www.hpcuserforum.com/hpc-user-forum-fall-2024/) \[09/2024\]
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> ### [Training LLMs at Scale](../talks/llms-at-scale/) @ [*ATPESC*, 2024](https://extremecomputingtraining.anl.gov/atpesc-2024/) \[08/2024\]
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> ### [LLMs on Polaris](https://samforeman.me/talks/llms-on-polaris/slides.html) @ [*Center for Scientific Foundation Models*, Summer School 24’](https://scifm.ai/summer_school.html) \[07/2024\]
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> ### [Parallel Training Techniques](https://github.com/saforem2/parallel-training-slides) @ [*AI-4-Science Training Series*](https://github.com/argonne-lcf/ai-science-training-series/tree/main/06_parallel_training) \[03/2024\]
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> ### [LLMs from Scratch](https://saforem2.github.io/llm-workshop-talk) @ [LLM Tutorial Workshop](https://github.com/argonne-lcf/llm-workshop) \[02/2024\]
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## 📆 2023
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> ### [Creating Small(-ish) LLMs](https://saforem2.github.io/LLM-tutorial) @ [LLM Tutorial Workshop (1)](https://github.com/brettin/llm_tutorial) \[11/2023\]
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> ### [Exascale Science on Aurora](https://saforem2.github.io/oneapi-talk) @ [Intel oneAPI Workshop @ UIC](https://www.alcf.anl.gov/events/alcf-hands-hpc-workshop) \[10/2023\]
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> ### [LLM Lunch Talk](https://saforem2.github.io/llm-lunch-talk) @ [ALCF Hands On HPC Workshop](https://www.alcf.anl.gov/events/alcf-hands-hpc-workshop) \[10/2023\]
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> ### [Scaling LLMs for Science](https://saforem2.github.io/scaling4science) @ [Data-Intensive Computing + AI/ML at Scale](https://events.cels.anl.gov/event/426/overview) \[08/2023\]
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> ### [MLMC: Machine Learning Monte Carlo](https://saforem2.github.io/lattice23) @ [Lattice 2023](https://indico.fnal.gov/event/57249/contributions/271305/) \[07/2023\]
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> ### [Generative Modeling and Efficient Sampling](https://saforem2.github.io/lqcd-pasc23/) @ [PASC23](https://pasc23.pasc-conference.org/) \[07/2023\]
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> ### [Efficient Sampling for LGT](https://saforem2.github.io/deep-fridays) @ [Deep Fridays @ U. Bologna](https://www.cs.unibo.it/~asperti/deep_fridays.html) \[04/2023\]
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## 📆 2022
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> ### [Large Scale Training](https://saforem2.github.io/ai4sci-large-scale-training) @ [AI4Science on Supercomputers (ALCF)](https://github.com/argonne-lcf/ai-science-training-series) \[11/2022\]
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> ### [Hyperparameter Management](https://saforem2.github.io/hparam-management-sdl2022/) @ [ALCF SDL Workshop](https://www.alcf.anl.gov/events/2022-alcf-simulation-data-and-learning-workshop) \[10/2022\]
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> ### [Statistical Learning](https://saforem2.github.io/ATPESC-StatisticalLearning) @ [ATPESC 2022](https://extremecomputingtraining.anl.gov/) \[08/2022\]
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> ### [Machine Learning in HEP](https://saforem2.github.io/physicsSeminar) @ UNC Greensboro \[03/2022\]
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> HEP](https://saforem2.github.io/physicsSeminar), at UNC Greensboro,
> March 2022
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## 📆 2021
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> ### [Training Topological Samplers for LGT](https://saforem2.github.io/l2hmc_talk_ect2021) @ [ML4HEP, ECT\* Trento](https://indico.ectstar.eu/event/77/contributions/2349/) \[09/2021\]
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> ### [l2hmc-qcd](https://github.com/saforem2/l2hmc-qcd) @ MIT Lattice Group Seminar \[2021\]
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> [l2hmc-qcd](https://github.com/saforem2/l2hmc-qcd) at the *MIT Lattice
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> ### [Deep Learning HMC for Improved Gauge Generation](https://bit.ly/mainz21) @ [ML in LQCD Workshop](https://bit.ly/mainz21_overview) \[2021\]
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## 📆 2020
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> ### [Machine Learning for Lattice QCD](https://slides.com/samforeman/l2hmc-qcd/embed) @ U. Iowa \[2020\]
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