Gravitational Wave Astronomy.

Normalizing Flows in Parameter Estimation of Gravitational Waves

I have used Normalizing Flows and Neural Posterior Estimation to train my model to do parameter estimation of gravitationally lensed gravitational waves.

Parameter Estimation of Gravitational Waves using Bayesian Neural Network

I have used Normalizing Flows and Neural Posterior Estimation to train my model to do parameter estimation of gravitationally lensed gravitational waves.

Physics Informed Neural Network

Physics Informed Neural Networks find the solution of Differential Equations by reducing the residual loss. In this project I have tried to solve Damped Harmonic Oscillarot, Quantum Harmonic Oscillator, and finding Quasi Normal Modes of Kerr Black Hole.

Convolutional Neural Network

Convolutional Neural Network or CNN is used for computer vision, or in simple terms, to allow the machine to look and identify objects and classify them.