Deep learning, inside the clinic.

I'm Digvijay Patil — an AI/ML engineer building systems that integrate directly into the PACS/DICOM workflows radiologists use every day.

At aycan Medical Systems (acquired by the Paratus healthcare IT group), I conceived, designed, deployed, and maintain the entire AI/ML stack — six production systems serving hospitals, clinical-trial organizations, and FDA-regulated workflows. My background pairs an M.S. in Robotics & AI with deep, hands-on expertise in DICOM standards and vendor-neutral imaging architecture.

The throughline is closing the gap between academic AI and the reading room: models that are accurate, run on-premise for HIPAA compliance, and survive contact with real clinical data and real radiologist workflows.