Headline

Staff Engineering Manager | Edge GenAI Architect | Digital Health & FDA-Aligned Medical AI | On-device LLM Optimization | Efficient Inference |

About

https://prateeksinghphd.in I’m a Senior Manager – GenAI & Digital Health AI at Samsung, with 11+ years of experience building and shipping AI systems that sit at the intersection of edge intelligence, medical-grade algorithms, and real-world consumer products. My work spans the full arc — from foundational research (Ph.D., IIT Roorkee) to production deployment on devices used by millions. I’ve led on-device LLM systems, fine-tuned foundation models for edge constraints, and shipped digital health algorithms while maintaining FDA-aligned validation standards. Before Samsung, I led vital signs monitoring for autonomous vehicles at Mercedes-Benz R&D and built FDA-cleared cardiac algorithms at a Canadian health tech startup. Across these roles, one throughline has remained constant: translating complex AI research into things that actually work in the real world. What I focus on: 🔬 On-device GenAI | Edge LLMs | Model compression & quantization ❤️ ECG/PPG/audio physiological AI | FDA-aligned medical ML 🚗 Automotive sensing | Driver monitoring | Sensor fusion 🔒 Privacy-preserving ML | Federated learning | Explainable AI I hold 3 patents, have 240+ Google Scholar citations, and regularly speak at IITs and IIMs on AI, entrepreneurship, and medical devices. Always open to conversations around edge AI, digital health innovation, and where GenAI is heading next.

Location

Noida

AI stack

claude code

codex

deepmind

hermes agent

opencode

claudecode

Work experience

Staff manager at Qualcomm, Aug 2026 - Present · 1 mo, Hyderabad

Senior Manager at Samsung Electronics, Jan 2026 - Present · 7 mo, Hyderabad, • Part head: LLM deployment on edge devices. ° Leading a team of 23 brilliant engineers.

Staff AI Engineer at Samsung Electronics, Mar 2025 - Jan 2026 · 11 mos, Noida, •Lead Samsung health development projects to analyze health parameters, accurate algorithms, reducing medical costs and improving individual well-being.

Senior Technical Lead- AI and Signal processing at Mercedes-Benz Research and Development India, Aug 2022 - Feb 2025 · 2 yrs 7 mos, Bengaluru, Karnataka, India, • Developed signal processing and machine learning algorithms for in-car applications at Mercedes-Benz Research and Development India. • Implemented computer vision and sensor fusion techniques to enhance the functionality of camera sensors in medical domain. • Led a team to successfully integrate AI technologies, resulting in improved driver assistance systems and vehicle safety features.

Senior Consultant- Machine learning at Elastic Care Inc (We are hiring!), Jun 2021 - Aug 2022 · 1 yr 3 mos, Markham, Ontario, Canada, Responsible for developing real-time algorithms for respiration rate monitoring, ECG monitoring, Arrhythmia detection, activity detection and testing them for different biomedical standards: 60601-2-47, 60601-2-27, 60601-2-25, 510-k and related testing for FDA. ◦ : Assist SDK team, Platform team and hardware design team with algorithm implementation and validation ◦ : Responsible for algorithm design, development, implementation, testing, and documentation for Biomedical Signal Processing pipelines.

Consultant- Signal Processing and AI at Elastic Care Inc (We are hiring!), Apr 2019 - May 2021 · 2 yrs 2 mos, Markham, Ontario, Canada

Teaching Assistant-Machine learning, Signal Processing at IIT Roorkee, Jul 2017 - Aug 2022 · 5 y 1 mo, Roorkee, Published 3 IEEE conference papers and 2 IEEE transactions during PhD.

Senior Research Fellow at Indian Institute of Technology, Roorkee, Dec 2016 - Jun 2017 · 7 mos, Roorkee, Virtual Labs, an initiative of Ministry of Education, India under National mission on education through ICT, where we develop a virtual labs that can be used by any student across the world and across any disciplines.

Assistant Professor at Ch. Beeri Singh College of Engineering, Jul 2015 - Dec 2016 · 1 yr 6 mos, Greater Agra Area, Electrical Engineering Department

Education

Doctor of Philosophy - PhD, Indian Institute of Technology, Roorkee

Master of Technology (M.Tech.), Biomedical instrumentation, COEP Technological University