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LLMs-from-scratch/ch07
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Sebastian Raschka 992f3068d1 Auto download DPO dataset if not already available in path (#479) 
* Auto download DPO dataset if not already available in path

* update tests to account for latest HF transformers release in unit tests

* pep 8
2025-01-12 12:27:28 -06:00
..
01_main-chapter-code
fix ch07 unit test (#470)
2025-01-05 17:40:57 -06:00
02_dataset-utilities
fix typos, add codespell pre-commit hook (#264)
2024-07-16 07:07:04 -05:00
03_model-evaluation
Fix 8-billion-parameter spelling
2024-07-28 10:48:56 -05:00
04_preference-tuning-with-dpo
Auto download DPO dataset if not already available in path (#479)
2025-01-12 12:27:28 -06:00
05_dataset-generation
Clarify API usage limits in bonus content
2024-09-15 08:05:04 -05:00
06_user_interface
Add user interface to ch06 and ch07 (#366)
2024-09-21 20:33:00 -05:00
README.md
Update bonus section formatting (#400)
2024-10-12 10:26:08 -05:00

README.md

Chapter 7: Finetuning to Follow Instructions

 

Main Chapter Code

 

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