Nitin Sharma

Bridging TDM and MLOps : Virtualization & Compliance for AI-Ready Data

Abstract:

Regulated enterprises face a critical gap: MLOps pipelines demand production-realistic data, yet compliance mandates prevent direct use of sensitive data. This talk presents a unified architecture combining data virtualization, AI-driven synthetic generation, and automated compliance controls - delivering version-controlled, audit-ready datasets that bridge test data management and MLOps while satisfying GDPR, HIPAA, and CCPA requirements.

Profile:

Nitin Sharma is a Senior Principal Enterprise Architect at Perforce, specializing in AI-Ready Data Infrastructure, Data Virtualization, and Compliance. With 19+ years of enterprise data experience, he architects scalable, secure, and compliant data platforms that bridge Test Data Management and MLOps - delivering production-equivalent, governed datasets that enterprise AI pipelines depend on.