I'm a PhD researcher in Data Science at IIT Palakkad with a background in Mathematics and Machine Learning. My work focuses on trustworthy AI, uncertainty quantification, and building models that know when they might be wrong.
When I'm away from research, you'll probably find me playing cricket, strumming my guitar, or debugging code that was absolutely working five minutes ago.
My journey from mathematics to machine learning, with a few cricket matches and guitars along the way.
Read More →Publications, research, and selected projects in AI, deep learning, and scientific computing.
Explore →I'm currently working on Uncertainty Quantification for Seismic Velocity Estimation using Flow Matching Models . The goal is to develop AI systems that not only make predictions but also communicate how confident they are in those predictions.
“Teaching AI to say I don't know is surprisingly harder than teaching it to predict.”