He works on Natural Language Processing (NLP), with a particular focus on designing innovative representation learning techniques that aid machines to understand and generate human language at scale. With several years of experience in industry and academia, Usman is known for his innovative approaches that bridge the gap between theoretical NLP concepts and practical applications.