Machine learning in data protection is reshaping security with adaptive detection, fewer false positives, and faster response. Explore 2025 trends, high-impact use cases (email security, DLP, UEBA, ransomware detection), a practical implementation blueprint, and governance best practices aligned with NIST AI RMF.