Tutorials on Multi Gpu Llm Training

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Using ZeRO and FSDP to Scale Large Models on Multiple GPUs

Watch: Ultimate Guide To Scaling ML Models - Megatron-LM | ZeRO | DeepSpeed | Mixed Precision by Aleksa Gordić - The AI Epiphany ZeRO and FSDP solve the same problem the same way: shard the heavy parts of training across your GPUs so no single card has to hold all of it. Where they differ is…
Thumbnail Image of Tutorial Using ZeRO and FSDP to Scale Large Models on Multiple GPUs
Image of Author Dr. Dipen
Dr. Dipen
I am an AI/ML researcher with 150+ citations and 16 published research papers. I have three tier-1 publications, including Internet of Things (Elsevier), Biomedical Signal Processing and Control (Elsevier), and IEEE Access. In my research journey, I have collaborated with NASA Glenn Research Center, Cleveland Clinic, and the U.S. Department of Energy for various research projects. I am also an official reviewer and have reviewed over 100 research papers for Elsevier, IEEE Transactions, ICRA, MDPI, and other top journals and conferences. I hold a PhD from Cleveland State University with a focus on large language models (LLMs) in cybersecurity, and I also earned a master’s degree in informatics from Northeastern University.
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Using ZeRO and FSDP to Scale LLM Training on Multiple GPUs

Watch: Multi GPU Fine tuning with DDP and FSDP by Trelis Research Scaling large language model (LLM) training is no longer optional-it’s a necessity. As models grow from hundreds of millions to hundreds of billions of parameters, the computational demands outpace the capabilities of single GPUs.…
Thumbnail Image of Tutorial Using ZeRO and FSDP to Scale LLM Training on Multiple GPUs
Image of Author Dr. Dipen
Dr. Dipen
I am an AI/ML researcher with 150+ citations and 16 published research papers. I have three tier-1 publications, including Internet of Things (Elsevier), Biomedical Signal Processing and Control (Elsevier), and IEEE Access. In my research journey, I have collaborated with NASA Glenn Research Center, Cleveland Clinic, and the U.S. Department of Energy for various research projects. I am also an official reviewer and have reviewed over 100 research papers for Elsevier, IEEE Transactions, ICRA, MDPI, and other top journals and conferences. I hold a PhD from Cleveland State University with a focus on large language models (LLMs) in cybersecurity, and I also earned a master’s degree in informatics from Northeastern University.
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