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AI Security Research Resources
Langchain Resources
LLM Frameworks
Collection of Jupyter Notebooks
This is (by far) the best collection of colab notebooks I have found. A bit overwhelming and I wish I had time to go through most of them… Tons of links to papers, videos, etc.: https://github.com/amrzv/awesome-colab-notebooks
AI Security Best Practices and Tools
- AI Security Tools
- OWASP AI Security Testing Guidance
- AI Security Tools and Frameworks
- Cisco AI Security Website
- Securing AI Training and Fine-Tuning Environments
- Prompt Injection
AI Security Resources from Omar's Training Sessions
This section provides a curated list of resources that delve into foundational cybersecurity concepts, frequently explored in my O'Reilly training sessions and other educational offerings.
Live Training
Upcoming Live Cybersecurity and AI Training in O'Reilly: Register before it is too late (free with O'Reilly Subscription)
Reading List
Despite the rapidly evolving landscape of AI and technology, these books offer a comprehensive roadmap for understanding the intersection of these technologies with cybersecurity:
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Redefining Hacking A Comprehensive Guide to Red Teaming and Bug Bounty Hunting in an AI-driven World Available on O'Reilly
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Developing Cybersecurity Programs and Policies in an AI-Driven World
Explore strategies for creating robust cybersecurity frameworks in an AI-centric environment. Available on O'Reilly -
Beyond the Algorithm: AI, Security, Privacy, and Ethics
Gain insights into the ethical and security challenges posed by AI technologies. Available on O'Reilly -
The AI Revolution in Networking, Cybersecurity, and Emerging Technologies Understand how AI is transforming networking and cybersecurity landscapes.
Available on O'Reilly
Video Courses
Enhance your practical skills with these video courses designed to deepen your understanding of cybersecurity:
- Building the Ultimate Cybersecurity Lab and Cyber Range (video) Available on O'Reilly
- AI-Enabled Programming, Networking, and Cybersecurity Learn to use AI for cybersecurity, networking, and programming tasks. Use examples of practical, hands-on activities and demos that emphasize real-world tasks. Implement AI tools as a programmer, developer, networking, or security professional. Available on O'Reilly
- Securing Generative AI Explore security for deploying and developing AI applications, RAG, agents, and other AI implementations Learn hands-on with practical skills of real-life AI and machine learning cases Incorporate security at every stage of AI development, deployment, and operation Available on O'Reilly
- Practical Cybersecurity Fundamentals
A comprehensive video course covering essential cybersecurity principles. Available on O'Reilly
- The Art of Hacking
A series of video courses offering over 26 hours of training in ethical hacking and penetration testing techniques. Ideal for those preparing for certifications like OSCP or CEH.
Visit The Art of Hacking
AWESOME Lists
- Awesome-LLM - a huge collection of resources related to Gen AI and LLMs
- Awesome ChatGPT Prompts - A collection of prompt examples to be used with the ChatGPT model.
- awesome-chatgpt-prompts-zh - A Chinese collection of prompt examples to be used with the ChatGPT model.
- Awesome ChatGPT - Curated list of resources for ChatGPT and GPT-3 from OpenAI.
- Chain-of-Thoughts Papers - A trend starts from "Chain of Thought Prompting Elicits Reasoning in Large Language Models.
- LLM Reading List - A paper & resource list of large language models.
- Reasoning using Language Models - Collection of papers and resources on Reasoning using Language Models.
- Chain-of-Thought Hub - Measuring LLMs' Reasoning Performance
- Awesome GPT - A curated list of awesome projects and resources related to GPT, ChatGPT, OpenAI, LLM, and more.
- Awesome GPT-3 - a collection of demos and articles about the OpenAI GPT-3 API.
- Awesome LLM Human Preference Datasets - a collection of human preference datasets for LLM instruction tuning, RLHF and evaluation.
- RWKV-howto - possibly useful materials and tutorial for learning RWKV.
- ModelEditingPapers - A paper & resource list on model editing for large language models.
- Awesome LLM Security - A curation of awesome tools, documents and projects about LLM Security.
- Awesome-Align-LLM-Human - A collection of papers and resources about aligning large language models (LLMs) with human.
- Awesome-Code-LLM - An awesome and curated list of best code-LLM for research.
- Awesome-LLM-Compression - Awesome LLM compression research papers and tools.
- Awesome-LLM-Systems - Awesome LLM systems research papers.
- awesome-llm-webapps - A collection of open source, actively maintained web apps for LLM applications.