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In the second video of this series, Suraj Subramanian gently introduces you to what is happening under the hood when you train a ... In the first video of this series, Suraj Subramanian breaks down why A complete tutorial on how to train a model on multiple GPUs or multiple servers. I first describe the difference between Learn how to optimize your large language model fine-tuning with multi-GPU support using Hugging Face and Kaggle's free ... This NVIDIA-led training focuses on scaling GPU workloads with PyTorch In the final video of this series, Suraj Subramanian walks through training a GPT-like model (from the minGPT repo ...

In the third video of this series, Suraj Subramanian walks through the code required to implement Get Life-time Access to the complete scripts (and future improvements): Training a 7B, 7-B, or even 500B parameter model on a single GPU? Impossible. In this step-by-step guide you'll learn how to ...

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Last Updated: June 21, 2026

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Part 1: Welcome to the Distributed Data Parallel (DDP) Tutorial Series Wealth
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