Dr. Pooja Agarwal currently serves as a professor at PES University, boasting extensive teaching experience. Throughout her career, she has held positions such as Associate Professor and Assistant Professor at institutions including PESIT and TOCE, where she has accumulated rich practical experience in higher education. Her research focuses on areas such as machine learning, deep learning and natural language processing. She has published numerous papers in well-known international conferences and journals. These papers cover a wide range of cutting-edge topics, including IoT-based frameworks, vehicle trajectory prediction, and personality prediction using machine learning techniques, reflecting her in-depth exploration and significant contributions to related research areas. As a member of IEEE and IAENG, she has actively participated in numerous workshops and international conferences, and has also taken on the role of session chair in multiple international conferences.