PhD Scholar · Deep Learning & Computational Imaging · IISc
I build machine-learning methods that solve hard inverse problems — reconstructing structure from indirect, noisy measurements, with a focus on computational and seismic imaging. My goal is research that is both mathematically principled and practically useful.
About Me
I'm a PhD scholar at the Indian Institute of Science (IISc), working on deep learning approaches to computational and seismic imaging. I'm fascinated by problems where data-driven models and classical physics-based reasoning meet — and where careful modelling translates directly into clearer images and better scientific insight.
Recovering high-fidelity images from indirect, incomplete, and noisy measurements using learned priors.
Combining optimization and deep networks to make ill-posed reconstruction problems stable and reliable.
Applying machine learning to subsurface imaging — turning seismic data into interpretable structure.
Focus Areas
Let's connect
I'm always happy to discuss research in computational imaging, inverse problems, and machine learning. Reach out — I'd love to hear from you.