* Conducted an extensive literature survey on the usage of information bottlenecks in deep learning models to predict the layer of depth in a given model where a specific prediction stabilizes. This methodology builds on corticular learning in the human brain.* Developing mathematical frameworks using signal processing to predict the difficulty of predictions in deep learning models thereby optimizing dataset preparation and preventing time lags in model tuning.

Working with the QuEST Group @NC State on Quantum Bootstrap Embedding.

Teaching assistant for ECE 303: Electromagnetic Fields under Prof. Daryoosh Vashaee- Held weekly office hours to review materials, answer general questions and provide assistance on homeworks and conceptual questions for a class of 100+ students.- Graded written assignments and projects, and conducted examinations every 3 weeks.

- Responsible for platform software features for Messtechnik Gens 2.5 and 3.0 Video Recording implemented on Kithara RealTime Suite - Developed a system monitor filter for MEA Gen3.0 – which includes UART, CAN, CAN-FD and DINX message monitoring, Camera health status check and an Image Frame counter built on the ADTF Framework. - Implemented low light object preparation (LOP), lane departure warning (LDW) and lane keep assist (LKA) video functions for MEA Gen2.5 using the OpenGL framework in C++.- Designed a fully automated continuous deployment framework for MEA Gen3 software on Jenkins in Groovy with provision for customer specific adaptations supporting builds of up to 7 parallel requests in less than 2 hours and removing manual intervention completely. Independently handled Ferrari, Alfa Romeo and JLR software release automation. - Achieved complete automation of the MEA Gen2.5 Release framework using Python with an independent GUI based automation tool for MKS backend control improving software update releases for MEA Gen2.5 by 3x with no manual intervention necessary.

- Engineered the design of a high precision 2D CNC Plotting Machine under the guidance of Dr. K. Rajan, Dept. Of Physics, IISc Bangalore.- Conceptualized and designed a timing based pattern matching algorithm for dual layer security systems. - Presented research findings at the IEEE Teleposium - 2018 paper presentation contest, winning second place.