Xinhua Zhang 
Associate Professor
Department of Computer Science
University of Illinois Chicago
Chicago, IL, 60607-7053
Office location (NOT mailing address):
Room 5442
Computer Design Research and Learning Center (CDRLC)
Tel: 312-413-2416 (O)
Email:
Introduction to Machine Learning for Fall 2025: [Syllabus]. You can register on [Piazza] with no need of instructor's approval.
Research Interests
My current research in machine learning focuses on large language models, (inverse) reinforcement learning, imitation learning, trustworthy learning, and algorithmic fairness. In the past, I have worked on representation learning, kernel methods, and optimization.
I work on applications in longitudinal cancer treatment, pattern recognition, document analysis, image processing, and any prediction problem that is useful in life.
Biography
Prior to joining UIC in Nov 2015, I was a Senior Researcher at the Machine Learning Research Group of National ICT Australia (NICTA, now Data61). From April 2010 to September 2012, I was a post-doc working with Prof Dale Schuurmans at the Department of Computing Science, University of Alberta. From March 2006 to October 2009, I was a NICTA-endorsed PhD student of the Research School of Computer Science, Australian National University (ANU), working with Prof SVN Vishwanathan and Prof Alex Smola. I visited Prof SVN Vishwanathan at the Department of Statistics at Purdue University from February 2009 to March 2010. From January 2004 to March 2006, I pursued my Master's degree (by research) under the supervision of Prof Wee Sun Lee at the Department of Computer Science, National University of Singapore (NUS). I received my B.E. from the Department of Computer Science and Engineering at Shanghai Jiao Tong University in July 2003. My hometown is Shanghai.