AI models undergo complex distributed training, raising challenges in verifying origins. Federated auditing protocols trace the lineage of models while preserving privacy. Cryptographic proofs and secure aggregation help maintain transparency without data exposure. Learners in a Data Scientist Course or Data Scientist Course in Nagpur gain hands-on experience. This ensures AI systems ... https://excelrposts-bijcw.wordpress.com/2025/10/18/tracking-ai-origins-federated-auditing-protocols-for-secure-model-provenance/