Principal Investigator
I am an Assistant Professor with the Department of Artificial Intelligence (DoAI), Indian Institute of Technology Kharagpur (IITKgp), India, and currently working at the intersection of control and learning. I am developing algorithms for autonomous systems to make them smarter with the help of data and distribution. I use control theory to provide safety certificates, and to enhance explainability and trustworthiness of AI driven techniques.
I did PhD from the Indian Institute of Technology Bombay (IITB), India, on Stochastic Model Predictive Control (MPC) for Cyber Physical Systems. During my PhD, I received a Swiss Government Excellence Scholarship to study at the Ecole Polytechnique Federale de Lausanne (EPFL), Switzerland, for one year. I learnt Gaussian process regression and implemented stochastic MPC on a quadcopter during my stay at EPFL.
Before joining IITKgp, I was a Postdoctoral Associate at the Massachusetts Institute of Technology (MIT), USA, and working on polynomial chaos theory for advanced manufacturing applications. Prior to that, I was a Postdoctoral Research Asssociate at the University of Illinois at Urbana Champaign (UIUC), USA, where we developed a couple of deep learning supported MPC algorithms and a constrained estimator for the agricultural robotics and aerospace applications.
Teaching
- AI/ML for Robot Autonomy - Autumn 2024, Autumn 2025
- Essentials of Machine Learning (second half) - Autumn 2025
- Linear Algebra for AI - Autumn 2025
- Linear Algebra for AI/ML (second half) - Autumn 2024
- AI for Cyber Physical Systems - Spring 2024, Spring 2025, Spring 2026
- Optimization for ML (second half) - Spring 2026
Research Grants
- Development of an advanced reliability-based remaining useful life estimation framework for multi-component autonomous underwater vehicle systems
Co-Principal Investigator, DFTM, DRDO, Ministry of Defence. - IQuaP: Intelligent Quadrupeds for Police
Principal Investigator, Prime Minister Early Career Startup Research Grant, ANRF. - Safe and robust learning for dynamical systems under uncertainties
Principal Investigator, Faculty Startup Research Grant, SRIC, IIT Kharagpur.
https://orcid.org/0000-0002-8507-8194