Fine-tuning LLMs with Hugging Face SFT πŸ€—

Fine-tuning LLMs with Hugging Face SFT πŸ€—


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In this session, Harpreet from Deci AI talked about the nuances of supervised fine-tuning, instruction tuning, and the powerful techniques that bridge the gap between model objectives and user-specific requirements.

Topics that were covered:

βœ…Β Specialized Fine-Tuning: Adapt LLMs for niche tasks using labeled data.

βœ…Β Introduction to Instruction Tuning: Enhance LLM capabilities and controllability.

βœ…Β BitsAndBytes & Model Quantization: Optimize memory and speed with the BitsAndBytes library.

βœ…Β PEFT & LoRA: Understand the benefits of the PEFT library from HuggingFace and the role of LoRA in fine-tuning.

βœ…Β TRL Library Overview:Β Delve into the TRL (Transformers Reinforcement Learning) library's functionalities.