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Explore efficient fine-tuning techniques and prompt engineering strategies in this comprehensive lecture from MIT's 6.5940 course. Delve into advanced topics in machine learning efficiency as Professor Song Han guides you through cutting-edge methods for optimizing large language models. Learn how to leverage fine-tuning approaches to enhance model performance while minimizing computational resources. Discover the art and science of prompt engineering, a crucial skill for maximizing the potential of language models across various applications. Access accompanying slides for visual aids and additional resources to deepen your understanding of these critical concepts in the evolving landscape of efficient machine learning.
Syllabus
EfficientML.ai Lecture 20: Efficient Fine-tuning and Prompt Engineering (MIT 6.5940, Fall 2023)
Taught by
MIT HAN Lab