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AI and Machine Learning Security: Risks and Opportunities
The integration of Artificial Intelligence (AI) and Machine Learning (ML) into business processes presents a revolutionary opportunity, but also introduces entirely new classes of security risks. This course provides a comprehensive examination of the unique threats to AI/ML systems, including model poisoning, adversarial examples, and data leakage. Participants will learn how to apply security and privacy principles to the entire AI/ML pipeline—from data collection and model training to deployment and monitoring—and how to leverage AI/ML defensively to enhance threat detection and security operations. The focus is on a balanced approach that enables innovation while ensuring security and ethical guardrails are in place.