Summarizing contributions to the brilliant companies that housed me over ~8 years.

UC San Diego (2022-23)
Adaptive Computing and Embedded Systems (ACES) Lab

I developed a novel, end-to-end, scalable, dataset- and model-agnostic PyTorch framework to accelerate the inference of Graph Neural Nets -- reducing the time & communication costs for node-level tasks across distributed computing settings. We collaborated with teams across Intel Labs.

CSIR, Govt. of India (2018-20)
Intelligent Systems Group

I devised AI/ML computer-vision solutions to critical technical problems for the Indian government and its industry collaborators. Broadly, my work: prevents drivers from falling asleep behind the wheel, prevents spoofing attacks on face recognition systems, flags intricate human activities in videos for military purposes, and more. We worked with researchers across LG Soft, Samsung, Hiroshima University, and the IITs.

CEERI, Govt. of India (2017)
Cognitive Computing Group

I wrote an ML software that detects eye blinks in real-time video streams of human faces, for a project in collaboration with Samsung.