Overview
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Learn about advanced LLM deployment techniques in this MIT graduate-level lecture delivered by Professor Song Han as part of the EfficientML.ai course series. Explore practical strategies and methodologies for effectively deploying Large Language Models, focusing on optimization techniques and real-world implementation challenges. Gain valuable insights into the technical considerations and best practices for LLM deployment, drawing from cutting-edge research and industry applications. Master the fundamentals of efficient model deployment while understanding the trade-offs between performance, resource utilization, and scalability in production environments.
Syllabus
EfficientML.ai Lecture 13 - LLM Deployment Techniques (MIT 6.5940, Fall 2024)
Taught by
MIT HAN Lab