As AI models are developed globally, verifying their provenance becomes essential. Federated auditing protocols provide a secure framework for tracing model evolution without sharing raw data. Cryptography and zero-knowledge proofs maintain privacy while enabling accountability. Students in a Data Scientist Course or Data Scientist Course in Nagpur learn practical applications. Truste... https://excelrposts-bijcw.wordpress.com/2025/10/18/tracking-ai-origins-federated-auditing-protocols-for-secure-model-provenance/