What Is Machine Learning (ML) Security?

Machine learning security protects the data, training pipelines, and models behind ML systems from theft, poisoning, and misuse. This guide covers major attack types, lifecycle defenses, and the NIST, MITRE ATLAS, OWASP, and CISA/NCSC frameworks that guide secure AI development in 2026.