Discover how security teams can leverage AI agents, machine learning, and data science to enhance security operations, with insights on generative AI's strengths and limitations in threat detection and investigation.
- Introduction to AI in Security Operations
Overview of AI, machine learning, and data science
The role of AI in modern security operations
Key terminology and concepts
- Fundamentals of Machine Learning
Supervised, unsupervised, and reinforcement learning
Key algorithms and their applications in security
Model evaluation and validation
- Data Science in Security
Data collection, cleansing, and preprocessing techniques
Feature extraction and selection
Introduction to anomaly detection
- AI Agents in Security Operations
Types of AI agents and their applications in security
Deploying AI agents for automated threat detection
Case studies of AI agents in security operations
- Generative AI for Security
Understanding generative AI models
Applications and limitations in threat detection
Ethical considerations and bias mitigation
- Advanced Threat Detection with AI
Building predictive models for intrusion detection
Leveraging machine learning for malware analysis
Real-time threat monitoring and response automation
- AI-Driven Investigation Techniques
Using AI for event correlation and root cause analysis
Visualization tools for AI-powered investigations
Enhancing human decision-making with AI insights
- Integrating AI into Security Workflows
Best practices for integrating AI with existing security infrastructures
Overcoming challenges in AI deployment in security operations
Change management and training for security teams
- Evaluation and Improvement
Continuous model improvement and feedback loops
Performance metrics for AI in security
Scalability and future trends in AI for security operations
- Conclusion and Future Directions
Recap of key learnings
Emerging trends in applied AI for security
Preparing for advancements in AI technology
- Course Project and Assessment
Hands-on project: designing an AI-based security solution
Final assessment and project presentation
