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Abhinav is a Director for AI in Digital Health at Tricog working towards building better cardiac care using AI. He leads the full lifecycle for AI Medical Devices, from research and model development through regulatory approval, clinical trials, and scaled production deployment. Over 10+ years, Abhinav has built and shipped ML systems across healthcare, computer vision, and robotics, operating across India, Japan, and Singapore. In previous roles, he developed AI systems serving enterprise clients at ABEJA and built autonomous navigation systems at Rapyuta Robotics. He is currently leading a team to develop innovative SAMD for cardiac care. He often publishes his findings through research publications as well as public talks at conferences.

GitHub · LinkedIn · Twitter · Google Scholar

Current focus

• Multimodal Healthcare
• Foundation models for clinical time-series (ECG, vitals)
• Practical deployment: distribution shift, latency, and regulatory constraints

Education

M.Eng, Information Science — NAIST, Japan

B.Tech, Electrical Engineering — IIT Jodhpur