Research

Weightless Neural Networks

My current research work broadly revolves around Look-up-Table (LUT) based Weightless Neural Networks, in an effort to develop hardware-centric and edge-efficient Machine Learning models. Read more about this here!

Hardware Accelerators

I have delved into a range of projects focussing on hardware accelerators for various applications. Of late, I’m particularly focusing on machine learning applications on embedded platforms. Read more about some of my work in this area here!

Computer Architecture

In the past, I have also explored microarchitectural optimizations. Checkout this repository for work involving Branch Prediction and Cache Replacement policies.

Translational Research

I am passionate about interdisciplinary research problems that align with Digital Design, with a special inclination towards translational research. You can find more about some of my work at the intersection of Computer Engineering and Biotechnology here.