Leverage AI as a Cybersecurity Analyst

Overview

Navigate the intersection of AI and cybersecurity in this cutting-edge learning path aimed at security analysts looking to harness AI's potential. Learn how to leverage Microsoft Security Copilot, fine-tune models, and master explainable AI. Deploy Microsoft Security Copilot to automate threat detection.Implement OWASP Top 10 safeguards for LLM systems.Build custom cybersecurity models with Mistral and Llama.

Syllabus

• Introduction to AI in Cybersecurity
Overview of AI applications in cybersecurity
Benefits and challenges of integrating AI in threat analysis
• Understanding Microsoft Security Copilot
Features and capabilities of Microsoft Security Copilot
Deployment strategies and initial setup
Automating threat detection with Copilot
• Fine-Tuning AI Models for Security
Basics of model fine-tuning in cybersecurity contexts
Tools and techniques for customizing AI models
Case studies of fine-tuned models in action
• Explainable AI for Cybersecurity Analysts
Importance of explainability in AI models
Techniques for improving model transparency
Interpreting AI outputs effectively
• Implementing OWASP Top 10 Safeguards for LLM Systems
Overview of the OWASP Top 10 for Large Language Models (LLMs)
Strategies to mitigate identified risks
Best practices for securing AI systems
• Building Custom Cybersecurity Models with Mistral and Llama
Introduction to Mistral and Llama frameworks
Design and development of custom AI models
Integration of custom models into cybersecurity operations
• Practical Exercises and Case Studies
Hands-on labs with Microsoft Security Copilot
Workshop on deploying and tuning AI models
Analysis of real-world case studies and lessons learned
• Future Trends and Ethical Considerations in AI and Cybersecurity
Emerging trends at the intersection of AI and cybersecurity
Ethical considerations and responsible AI deployment in security settings
Preparing for future advancements and challenges
• Capstone Project
Design and implementation of an AI-driven cybersecurity solution
Presentation and peer review of projects

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Taught by

Dr. Lyron Andrews, Bryan Li, Reet K., Adam Shostack, Stephanie Itimi and Akhil Sharma

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Subjects

Information Security (InfoSec)