Experience

Industry

Microsoft (Aug 2022 - Current)
Productization of LLMs for Windows co-pilot, new experiences in Bing Chat and text prediction in Edge browser (EN and non-EN).
Inference latency optimization of LLMs. Team: Microsoft Turing

Amazon (Summer 2021)
Selecting best available ML model for a user's query at Amazon Search while accounting for peculiar customer behavior on Amazon (modeling the fact that users may purchase items after conducting multiple refined searches.), Team: Amazon Search

Uber ATG (Summer 2019)
Uncertainty aware metrics and safety-oriented predictions for autonomous vehicle, Team: Prediction

Morgan Stanley, Strats and Modeling (Summer 2015)
Trust region optimization for estimating bond curve parameters, Team: Core Analytics

Embedded Systems Group, University College Cork, Ireland (Summer 2014)
Synthesis of reliable circuits from unreliable components, Guide: Prof. Emanuel Popovici

Courses

CMU:Machine Learning, Advanced Machine Learning, Deep Learning, Foundation of Cloud and ML Infrastructure, Optimization, Estimation Detection and Learning, Martingales: Concentration inequalities and Sequential Analysis

IIT Bombay Information Theory and Coding, Science of Information Statistics and Learning, Advanced Data Networks, Random Graphs, Markov Chain and Queuing System, Advanced Concentration Inequalities, Probabilistic Models, Communication Networks, Wireless Communication, Adaptive Signal Processing, Audio Signal Processing, Image Processing, Computer Vision, Multimedia Systems, Advanced computing for electrical engineers, Number Theory and Cryptography

Teaching Assistant

- Introduction to Machine Learning for Engineers, Spring 2020 at CMU

- Performance Modeling and Design of Computer Systems: Fall 2018, Fall 2019 at CMU

- Markov Chains and Queuing Systems, Spring 2017 at IIT Bombay

- Data Analysis and Interpretation, Fall 2016 at IIT Bombay

Academic Reviewer

- Journals: IEEE Transactions on Information Theory, IEEE Transactions on Signal Processing, Journal on Statistical Theory and Practice, Technometrics, IEEE Internet of Things Journal, IEEE Transactions on Mobile Computing

- Conferences: International Conference on Machine Learning (ICML), Artificial Intelligence and Statistics Conference (AISTATS), ACM Sigmetrics, ACM MobiHoc, International Symposiom on Information Theory (ISIT),