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 |