Strategy

Implementation Details

Benefits

Tools and Technologies

Data Provenance

Maintaining comprehensive records of data origin, handling, and modifications.

Quick traceability of corrupted data, understanding corruption nature, regulatory compliance.

Blockchain, metadata management systems, automated auditing tools

Anomaly Detection

Continuously monitoring data for tampering or abnormalities using sophisticated algorithms.

Preemptively prevents data poisoning, protecting AI from learning incorrect information, minimizing risk of deploying flawed AI models.

Statistical methods, machine learning models (neural networks, clustering algorithms), rule-based systems, unsupervised learning