I am an Assistant Professor in the Department of Mathematics and Statistics at York University, with cross-appointments as an Assistant Professor (status-only) at the Dalla Lana School of Public Health, University of Toronto, and as a Clinician Investigator at the University Health Network (UHN).
I hold a PhD in Computer Science with a specialization in Machine Learning from the Indian Institute of Technology Jodhpur. Following my doctoral studies, I completed a postdoctoral fellowship at the Biostatistics Department of the Princess Margaret Cancer Centre, UHN. My research program focuses on developing bespoke deep learning models for integrative, high-dimensional modeling of multimodal big healthcare data, with a strong emphasis on clinical interpretability. Through interdisciplinary collaborations at the University Health Network (UHN), I aim to address various health outcomes including liver disease, sepsis, cancer, and osteoarthritis. My innovative modeling approaches, published in journals like Lancet Digital Health and Bioinformatics, emphasize developing robust ML models for personalized medicine and clinical deployability.
Postdoctoral Fellowship, May 2019 - Sep 2021
University of Toronto & Princess Margaret Cancer Centre, UHN
PhD in Computer Science, May 2015 - May 2019 (Specialization: Machine Learning)
Indian Institute of Technology Jodhpur, India
M.Tech in Computer Science, May 2013 - May 2015
Indian Institute of Technology Jodhpur, India
Bachelor in Engineering (B.E.) in Computer Science, Jun 2008 - May 2012
Birla Institute of Technology, Mesra
RL applied in the area of precision medicine
Deep Learning models for clinical deployability to advance liver transplant research and cancer research
Multimodal data based deep learning models integrating multiple domains and applied to Mental Health Data and Osteoarthiritis Data