Learn how to leverage artificial intelligence (AI) to solve complex problems in the field of information security. Along the way, explore the risks of using AI for security.
Overview
Syllabus
Introduction
- Applying AI to information security
- What is artificial intelligence?
- Artificial intelligence for security
- Foundational disciplines of AI
- Discipline of learning
- End-to-end security framework
- Security controls
- Problem of scale
- Problem of context
- Problem of precision and accuracy
- Problem of speed
- Categories of machine learning
- Prediction by regression
- Classification of good versus bad
- Clustering, pattern, and anomaly detection
- Synthetic data generation
- Three ways AI can fail you
- One: Limitations and poor implementation
- Two: Attack against your AI implementation
- Three: Use of AI by criminals
- Getting your organization ready for AI
- Evaluating AI-based products
- Next steps
Taught by
Sam Sehgal
