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This video introduces parameter-efficient fine-tuning with PEFT and LoRA for decoder-style GPT models. It covers the basic concepts, the Hugging Face PEFT library, and a code walkthrough.
Syllabus
Intro
- Problems with fine-tuning
- Introducing PEFT
- PEFT other cool techniques
- LoRA Diagram
- Hugging Face PEFT Library
- Code Walkthrough
Taught by
Sam Witteveen