Work Experience
Singapore-MIT Alliance for Research and Technology Centre Sep 2024 – Present
Postdoctoral Associate, M3S Program
  • Designing novel resource-efficient machine learning algorithms for efficient and effective AI systems.
  • Formulate novel research directions and lead high-impact, long-term research projects.
  • Mentoring and supporting junior researchers and interns with their research projects.
National University of Singapore May 2021 – Aug 2024
Research Fellow, Department of Computer Science
  • Developed machine learning algorithms for sequential decision-making problems related to multi-armed bandits, Bayesian optimization, active learning, and reinforcement learning, with applications in AutoML and LLMs.
  • Mentored Ph.D. students with their research projects.
Indian Institute of Technology Bombay Jan 2021 – Apr 2021
Research Associate, Department of Industrial Engineering and Operations Research
  • Studied the impact of auxiliary information associated with reward to derive a tighter variance bound for the mean reward estimator and exploited it to design more efficient algorithms for sequential decision-making problems.
INRIA Lille Jun 2019 – Nov 2019
Raman-Charpak Fellow, SequeL Team (now SCOOL)
  • Worked on the sequential decision-making problem with time-series data, motivated by health-related scenarios where a person has to decide whether to visit a physician based on their health history.
Conduent Labs Aug 2018 – Nov 2018
PhD Intern, Machine Learning & Statistics Group
  • Designed and analyzed sequential decision-making algorithms for efficient resource allocation under censored data constraints, where true data is accessible only under specific conditions.
Indian Institute of Science Jul 2015 – Dec 2015
Research Assistant, Department of Computational and Data Sciences
  • Developed a Big Data analytics platform for resource management using open-source frameworks (Spark, Storm, HBase, HDFS, Apollo) and data visualization tools (Node.js, D3) to improve monitoring and decision-making.
Indian Institute of Technology Bombay Jul 2014 – Jun 2015
Project Research Assistant, Department of Computer Science & Engineering
  • Worked on BodhiTree, an online classroom learning platform. Collaborated with students on projects to add new features and improve existing functionalities.
Project Research Intern, Department of Civil Engineering Jan 2014 – Jun 2014
  • Developed an Android app for real-time tracking of IIT Bombay campus buses.
  • Designed an algorithm to compute and display the shortest route on Google Maps using stored geographical data for offline use.