From d6630de2b8464a784fa15572a0fd1ddcee87e283 Mon Sep 17 00:00:00 2001 From: Omar Santos Date: Thu, 5 Sep 2024 10:37:48 -0400 Subject: [PATCH] Create README.md --- ai_research/fine-tuning/README.md | 24 ++++++++++++++++++++++++ 1 file changed, 24 insertions(+) create mode 100644 ai_research/fine-tuning/README.md diff --git a/ai_research/fine-tuning/README.md b/ai_research/fine-tuning/README.md new file mode 100644 index 0000000..a67e816 --- /dev/null +++ b/ai_research/fine-tuning/README.md @@ -0,0 +1,24 @@ +# 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: + +1. [LLMs from Scratch GitHub Repository](https://github.com/rasbt/LLMs-from-scratch) +2. [LLM Fine-Tuning GitHub Repository](https://github.com/meetrais/LLM-Fine-Tuning) +3. [Video: Introduction to Fine-Tuning Pre-trained Models](https://www.youtube.com/watch?v=mrKuDK9dGlg) +4. [Article: Fine-Tuning Large Language Models](https://towardsdatascience.com/fine-tuning-large-language-models-llms-23473d763b91) +5. [Visualization: Domain Adaptation in NLP with LLM Fine Tuning - Medium](https://medium.com) +6. [How Fine-Tuning Works for NLP Tasks – YouTube](https://www.youtube.com) +7. [Addressing Bias in AI Models – YouTube](https://www.youtube.com) +8. [Model Compression Visualization - ArXiv](https://arxiv.org) +9. [Personalizing AI Models – YouTube](https://www.youtube.com) +10. [Multilingual NLP Fine-Tuning – YouTube](https://www.youtube.com) +11. [Hacker Repo](https://hackerrepo.org) +12. [MITRE ATLAS](https://atlas.mitre.org) +13. [OWASP GenAI](https://genai.owasp.org) +14. [Becoming a Hacker (Explanation Article)](https://becomingahacker.org/4a2e7d00cdee) +15. [SLM vs LLM (LinkedIn Article)](https://www.linkedin.com/pulse/slm-vs-llm-battle-languages-models-codiste-pywxf) +16. [Unsloth AI GitHub Repository](https://github.com/unslothai/unsloth) +17. [Colab Notebook for Fine-Tuning](https://colab.research.google.com/drive/1EDZxsDVfgml4DlFdGCysAedXZmyBqBoE?usp=sharing) +18. [Unleashing the Power of Unsloth and QLora Blog](https://huggingface.co/blog/Andyrasika/finetune-unsloth-qlora) +19. [Becoming a Hacker (Article)](https://becomingahacker.org/1f332cf37e96) +