Oct 2025 – Present · 7 mos · Hybrid

• Leading AI/ML & Agentic AI solutions Qualification & Observability Strategy for Fortune 500 client.
• Leading and Mentoring a team of 8 professionals to build required AI ML and Agents capabilities.
• Contributing in Firm initiative to build AI/ML GTM Strategy.

Sep 2025 – Oct 2025 · 1 mo · Hybrid

• Building Machine Learning Capabilities for Regulated Systems Optimization.
• Strategizing Global Governance Framework for Machine Learning model testing, optimization, and validation in regulated environments.
• Implemented rigorous ML validation workflows by aligning with pharma-grade standards (cross-validation, out-of-sample testing, robustness checks, fairness & bias evaluation).
• Integrated Responsible AI principles (privacy, transparency, equity, human oversight) into model development and deployment for compliance with healthcare ethics.
• Designed monitoring frameworks for production ML models, including drift detection, periodic retraining, and full model lifecycle documentation for audit readiness.
• Collaborated with cross-functional teams (data science, quality, compliance, regulatory) to ensure ML systems met Good Manufacturing Practice (GMP) and pharmacovigilance requirements.