🚀 Journey to GenAI and Red-Teaming: Zero to Hero

📚 Comprehensive Learning Path

This repository is a curated collection of resources for aspiring professionals looking to master Generative AI and Red-Teaming. Whether you're a beginner or looking to deepen your expertise, this guide provides a structured path to understanding the intricacies of AI security and development.

🧮 Foundational Mathematics and Programming

Mathematics and Linear Algebra

• Essential Mathematics for Machine Learning Playlist
• Linear Algebra for Machine Learning and Generative AI
• Understanding Regression Lines

Programming Fundamentals

• Python for Beginners
  • Key Concepts: Functions, Loops, Dictionaries, Arrays

📊 Data Science and Machine Learning

Data Manipulation

• Pandas Introduction
• Pandas Data Structures

NumPy

• NumPy Basics for Beginners
• Python NumPy Tutorial
• NumPy vs Pandas Comparison

Machine Learning

• PyTorch Full Course
• TensorFlow Tutorial
• Google's Machine Learning Crash Course
• Machine Learning Specialization recommended by IIT Bombay's PhD scholar
• Machine Learning with Python and Scikit-Learn

🤖 Deep Learning and Advanced Topics

Deep Learning

• Deep Learning Crash Course
• Intermediate Deep Learning Playlist

Large Language Models (LLMs)

• LLM Course by IIT Delhi
• Generative AI for Developers
• Hands-on LLM Repository

🛡️ NVIDIA Specialized Courses

1. Getting Started with Deep Learning
2. Exploring Adversarial Machine Learning

🐛 Bug Bounty and Practical Platforms

• Huntr
• OWASP Top 10 for LLM with Hands-on Practice
• AI Hacking Playground/Crucible platform / Adversarial ML Article
• Web LLM Attacks: Port Swigger
• 0din AI Red Teaming
• AI Supply Chain Security Insights
• LLM Hackthon Enviroment
• Invariant Labs
• RedTeam Arena
• GenAI Dcotor

📖 Research and Learning Resources

• Excellent Research Paper Stack for LLM Red-Teaming
• OWASP Top 10 for Large Language Models
• MITRE ATLAS COVERAGE FOR LLM
• Dreadnode Reserach

📺 YouTube Channels and Videos

• MLSec YouTube Channel
• Practical LLM Security by NVIDIA
• Compromising LLMs: AI Malware
• Marta Janus and Eoin Wickens - Sleeping with one AI open
• AI Vulnerability Insights
• AI Security Overview
• Scaling Runtime Application Security
• Shadow Vulnerabilities in AI/ML Data Stacks

📰 Articles and Insights

• Hidden Layer Security
• Weaponizing ML Models with Ransomware
• Shadow Logic
• Embraced Threaded Blog
• Oligo Blof
• Mindguard Academy
• Wonderful articles about LLM security **
• Withsecure Reserach
• LLM Chronicles
• With secure consulting

🎓 Additional Learning Resources

• Kaggle
• Let's Build GPT: From Scratch
  • Accompanying GitHub Repository
• DeepLearning.ai
• Comprehensive LLM Course
• Hugging Face Course
• GenAI Foundation
• LLM and GenAI in Cybersecurity

🛠️Tools

1. Python Risk Identification Tool for generative AI (PyRIT) Video
2. Adversarial Robustness Toolbox (ART) ; Something like Metasploit.Github repostiory tell you step by step how to test.
3. Foolbox ;A Python toolbox to create adversarial examples that fool neural networks in PyTorch, TensorFlow, and JAX
4. NVIDIA'S GARK
5. LLM Fuzzer
6. Secimport: Tailor-Made eBPF Sandbox for Python Applications
7. Hugging Face Security Documentation
8. Protect AI

Startups dealing with AI security

1. Pangea
2. Promptarmor
3. Securiti
4. Lasso Security
5. Mindgard
6. Robust Intelligence ; Protects AI application with AI Firewall
7. Oligo ; Reserach Blog
8. LAKERA
9. Mithril Security
10. Mend

Twitter

1. With consulting
2. Fazl
3. LLM Security

🤝 Contributing

Contributions are welcome! If you have additional resources, tools, or insights, please submit a pull request or open an issue.