Deep Learning

This repository contains implementations of Physics-Informed Neural Networks (PINNs) to solve various physical systems described by partial differential equations (PDEs) or ordinary differential equations (ODEs). PINNs leverage the power of deep learning to approximate solutions to complex physical and quantum mechanical problems by incorporating physical laws as part of their loss function.

This repository is dedicated to advancing Automatic Speech Recognition (ASR) for the Bengali language, leveraging state-of-the-art machine learning models such as wav2vec 2.0, T5, ARPA, BERT, and BART. This project is part of an experiment to understand and improve ASR performance in processing and recognizing Bengali speech, aiming to create more accurate and efficient ASR systems for Bengali, the seventh most spoken language in the world.