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Linux Foundation

Accelerating the LLM Lifecycle on the Cloud

Linux Foundation via YouTube

Overview

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Explore the Lightning AI open source stack and Lightning Studios in this conference talk that unlocks reproducible AI development on the cloud. Learn about PyTorch Lightning, a leading open source framework used to train several top generative AI models, and its widespread adoption with over 100 million downloads. Discover the comprehensive Lightning AI stack, including Fabric, TorchMetrics, litgpt, litdata, and Thunder, which provides a cutting-edge open-source foundation for AI practitioners. Understand how Lightning Studios democratize access to cloud computing resources and address challenges of reproducibility and collaboration. Gain insights into the laptop-like cloud experience offered by Lightning Studios, enabling seamless accelerated computing for individuals and organizations. Explore how Studios provide reproducible environments for development, training, and hosting applications across diverse hardware setups, with support for multi-node training and parallel data processing.

Syllabus

Accelerating the LLM Lifecycle on the Cloud - Luca Antiga, Lightning AI

Taught by

Linux Foundation

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