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Super Data Science: ML & AI Podcast with Jon Krohn
767: Open-Source LLM Libraries and Techniques, with Dr. Sebastian Raschka
Mar 19, 2024
Dr. Sebastian Raschka, Author of Machine Learning Q and AI, talks about PyTorch Lightning, LLM development opportunities, DoRA vs LoRA, and being a successful AI educator in a fascinating discussion with Jon Krohn.
01:48:12
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Quick takeaways
- PyTorch Lightning & Fabric offer advanced multi-GPU tools for training large language models.
- Effective techniques like LoRa & DoRA improve large language model performance.
Deep dives
PyTorch Lightning and Fabric: Powerful Tools for Training and Deploying Large Language Models
PyTorch Lightning and Fabric offer advanced multi-GPU tools for training and deploying large language models. PyTorch Lightning provides a comprehensive library for model training and deployment, while Fabric offers a more minimalistic approach for users who want to keep their existing PyTorch code and add multi-GPU capabilities with minimal changes. Both projects share the same code base, with Fabric serving as a stepping stone between PyTorch and PyTorch Lightning, offering a simpler integration for users.
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