LLMs-from-scratch/ch07/README.md

Chapter 7: Finetuning to Follow Instructions

 

Main Chapter Code

• 01_main-chapter-code contains the main chapter code and exercise solutions

 

Bonus Materials

• 02_dataset-utilities contains utility code that can be used for preparing an instruction dataset
• 03_model-evaluation contains utility code for evaluating instruction responses using a local Llama 3 model and the GPT-4 API
• 04_preference-tuning-with-dpo implements code for preference finetuning with Direct Preference Optimization (DPO)
• 05_dataset-generation contains code to generate and improve synthetic datasets for instruction finetuning
• 06_user_interface implements an interactive user interface to interact with the pretrained LLM