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README.md |
Fine-Tuning Tips
This is a living document. These are all the resource links extracted from Akram's and my presentation titled "AI Model Security for Fine-Tuning and Training" in O'Reilly:
- LLMs from Scratch GitHub Repository
- LLM Fine-Tuning GitHub Repository
- Video: Introduction to Fine-Tuning Pre-trained Models
- Article: Fine-Tuning Large Language Models
- Visualization: Domain Adaptation in NLP with LLM Fine Tuning - Medium
- How Fine-Tuning Works for NLP Tasks – YouTube
- Addressing Bias in AI Models – YouTube
- Model Compression Visualization - ArXiv
- Personalizing AI Models – YouTube
- Multilingual NLP Fine-Tuning – YouTube
- Hacker Repo
- MITRE ATLAS
- OWASP GenAI
- Becoming a Hacker (Explanation Article)
- SLM vs LLM (LinkedIn Article)
- Unsloth AI GitHub Repository
- Colab Notebook for Fine-Tuning
- Unleashing the Power of Unsloth and QLora Blog
- Becoming a Hacker (Article)
- https://github.com/tien02/llm-math
- https://www.youtube.com/watch?v=wjZofJX0v4M
- https://www.youtube.com/watch?v=eMlx5fFNoYc