Overview
Learn about advanced techniques for deploying Large Language Models (LLMs) in this recorded MIT lecture from the Fall 2024 EfficientML course. Explore deployment strategies, optimization methods, and practical considerations for implementing LLMs in real-world applications under the guidance of Professor Song Han. Gain valuable insights into the technical aspects of LLM deployment, including resource management, scaling considerations, and performance optimization techniques that are essential for successful implementation in production environments. Master the fundamentals of efficient LLM deployment through detailed explanations and practical examples presented in this comprehensive 77-minute academic session from MIT's cutting-edge machine learning curriculum.
Syllabus
EfficientML.ai Lecture 13 - LLM Deployment Techniques (MIT 6.5940, Fall 2024, Zoom Recording)
Taught by
MIT HAN Lab