Utkarsh
Master’s Student in Computational Science and Engineering
Massachusetts Institute of Technology
Biography
I am a $2^{nd}$ year graduate student in the Dept of Computational Science and Engineering at MIT. I work closely with Prof. Alan Edelman and Dr. Chris Rackauckas as a research assistant at Julia Lab, MIT CSAIL. Broadly, my research interests are in efficient numerical methods and their applications in Scientific Machine Learning.
I completed my undergraduate studies double majoring in Electrical and Chemical Engineering from IIT Kanpur, India.
Interests
- Scientific Machine Learning
- Numerical Methods
- Parallel Computing
Education
Master's Student in Computational Science and Engineering, Present
Massachusetts Institute of Technology
Bachelor of Technology in Electrical Engineering, Chemical Engineering, 2022
Indian Institute of Technology Kanpur
Experience
Research Assistant
- Unified GPU-based Differential Equation solvers for high-performant batch simulations
- Improving inference and identifiability of Neural SDEs in chemical kinetic networks
- Developing approximate Jacobian matrix factorization schemes for ODEs
- Investigating faster and scalable parallelism in stochastic optimization methods for non-convex problems
Research Intern
Researched on machine learning assisted surrogate modeling for dynamical systems.
Research Intern
Samsung Research
Enhancing Slot Tagging with Intent Features for Bixby AI using BERT.