I'm interested in working with human–computer interaction (HCI), machine learning, data science, natural language processing, and computer vision. Throughout my academic and professional journey, I have cultivated a deep fascination with the inner workings of large language models (LLMs) and their potential applications in solving complex systems. In recent years, many large transformer-based models have shown promising performance across various application domains. However, their usability remains somewhat limited over many important use cases due to the high training cost, lack of interpretability, and inherent bias of the pre-trained models. To this end, my main focus has been to develop strategies to improve the performance of different SOTA models over specific scenarios.
Outside of my professional pursuits, I am an avid reader with a keen interest in classical thrillers and philosophical novels. Music serves as both inspiration and solace for me, encompassing the timeless tunes of classical rock and the soul-stirring melodies of Bengali classical music.