Design, prototype, and deliver applied ML and agentic systems using generative AI and multi-source scientific data to improve clinical trial design. Integrate historical trials and real‑world data into production systems, ensure evaluation and regulatory-appropriate guardrails, deploy cloud-based services, and communicate results to technical and non-technical stakeholders while contributing to engineering and data science best practices.