Winston Hsu is a researcher dedicated to large-scale image/video retrieval/mining, visual recognition, and machine intelligence. He is keen to advance research toward business deliverables via academia-industry collaborations and co-founding startups. Winston is a professor in the Department of Computer Science and Information Engineering, National Taiwan University, a visiting scientist at Microsoft Research (2014) and IBM T.J. Watson Research (2016) for visual cognition, and co-leads the Communication and Multimedia Lab (CMLab). He is the director and principal investigator for the NVIDIA AI Lab, the first in Asia. Winston received his Ph.D. from Columbia University, New York, in 2007. Before that, he was a founding engineer in CyberLink Corp. He serves as an associate editor for IEEE Multimedia Magazine and IEEE Transactions on Multimedia. He also has lectured several highly rated technical tutorials in ACM Multimedia 2008/2009, SIGIR 2008, and IEEE ICASSP 2009/2011.