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+# 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)
+