Kerala, India · Open to International Relocation
ML Engineer · Generative AI Engineer
Medical Imaging AI · RAG & LLM Systems
Clinical AI deployed to hospitals in India, UK, France & US
Fine-tuned U-Net / TensorFlow pipeline for automated kidney and renal calculi (stone) segmentation, deployed live in hospital environments. Achieved a 15% accuracy gain through custom DICOM preprocessing. Currently in active FDA validation with 40,000+ annotated CT images.
Stack
TensorFlow · U-Net · PyTorch · DICOM · OpenCV · FastAPI · Docker · AWS
RAG pipeline over 100,000+ licensed Radiopaedia articles using LangChain and Weaviate. Delivers hallucination-reduced clinical query resolution for radiologists with sub-second responses. 60% retrieval improvement over keyword search.
Stack
LangChain · Weaviate · OpenAI API · FastAPI · Python · Docker
Live Deployments
Teleradiology · Cloud-native · International
ReVue — Global Radiology Second Opinion
Cloud-native teleradiology platform — 50+ studies/day, 6-viewer ecosystem, multi-PACS support, structured PDF reporting. Evaluated by NHS, Paris centres, WCG Clinic.
Spine AI · Clinical
VERTEVue — Vertebral Segmentation
Automated segmentation of C2, L4, L5, S1 spinal structures from DICOM for real-time clinical diagnostic support. Part of a unified enterprise AI platform.
Oncology · PET-CT
SUVue — Whole-Body Tumour Detection
Deep learning model for whole-body PET-CT tumour detection supporting early-stage cancer identification. 40% inference time reduction enabling real-time production use.
No-Code AI · Platform
diyAI — No-Code ML Platform
Platform enabling non-technical clinicians to build, train, and deploy custom ML models with zero programming. Adopted by NHS, Paris, and WCG Clinic.
Technical Stack
AI / ML Frameworks
Languages & Databases
Infrastructure & Clinical
Career
Aug 2021 – Present
ML Engineer / AI Developer
Aramis Imaging LLP · Kerala, India
Led end-to-end R&D of medical imaging AI and GenAI systems — from FDA-trial segmentation models to a cloud-native teleradiology platform adopted internationally. Full production lifecycle: AWS, Docker, clinical stakeholders across India, UK, France, and US.
Jun 2021 – Aug 2021
Data Science Intern
TCS iON · India
Built and deployed ML models as Flask web apps within an agile team. Created interactive dashboards and ML-powered analytical tools, delivering all projects on schedule.
Get in Touch
Open to international opportunities in medical AI, clinical ML, and Generative AI. Let's talk RAG systems, DICOM workflows, or anything at the intersection of AI and healthcare.