About me
I am currently the Stephen Timoshenko Distinguished Postdoctoral Fellow in the Mechanics and Computation Group at Stanford University. Earlier I completed my Ph.D. in the Aerospace and Mechanical Engineering department at USC under the supervision of Prof. Assad Oberai.
My research interest lies at the intersection of physics-based and data-driven modeling, deep learning, inverse problems, and uncertainty quantification with applications to computational science and engineering, computer vision, and medical imaging. I am particularly interested in the question of how to optimally combine physics-guided models with modern machine learning algorithms to develop more data efficient and accurate hybrid models.
Interests
- Scientific Machine Learning
- Bayesian Inferernce
- Deep Learning
- Generative Modeling
- Uncertainty Quantification
Education
-
PhD in Mechanical Engineering
University of Southern California
-
MTech in Applied Mechanics
Indian Institute of Technology, Delhi
-
BE in Mechanical Engineering
L. D. College of Engineering, Ahmedabad