Welcome
I am a doctoral candidate in the Department of Aerospace Engineering at Indian Institute of Technology Kanpur. In the broadest sense, my current research interests lies in the field of machine learning and artificial intelligence. In my current project, I am using physics informed neural networks (PINN) to solve complex partial differential equations arising in various physical modelling situations. In my previous project, I have worked on model order reduction of molecular models using non-linear multi-variable regression analysis. In this work, I applied and tested various optimization algorithms, viz., trust-region methods, genetic algorithms, stochastic gradient descent, RMSProp, ADAM, and Levenberg-Marquardt algorithm in Scikit-Learn and PyTorch frameworks. In another project, I performed morphological analysis of Hindi language. The aim was to classify words in the categories like gender, noun, and identify their word morphemes using k-Means clustering and SVM classification algorithms.