工作经历 Member of the founding team at Tetration, Principle Engineer at Cisco Tetration Analytics of Cisco 2014 年 3 月 – 至今 (2 年 7 个月)Palo Alto, CA Working on machine learning techniques to help manage a data center, for network security in particular. We have been developing the 'nervous system', beginning with the sensors, and continue to add to the smarts (the brains!). Cisco to monitor data centers in real time Cisco to monitor data centers in real time Senior Software Engineer Google 2011 年 4 月 – 2014 年 2 月 (2 年 11 个月)Mountain Videw Research and development of machine learning techniques, specially applied to YouTube problems. Thus: large-scale learning, learning robust to various sources of uncertainty, multimedia applications, learning and vision/text/audio/clicks, learning and knowledge, etc. Senior Computer Scientist SRI International 2008 年 1 月 – 2012 年 1 月 (4 年 1 个月) Machine Learning, AI Senior Research Scientist Yahoo! 2003 年 8 月 – 2008 年 1 月 (4 年 6 个月) Machine learning, data mining, and IR, at Yahoo! Research Alberta Ingenuity Associate (Postdoc) University of Alberta 2002 年 8 月 – 2003 年 7 月 (1 年) Postdoctoral Fellow, worked with Russ Greiner Scientist FizzyLab 2000 – 2001 (1 年) Consultant Insightful Corp 2000 – 2000 (不到 1 年) graduate student University of Washington 1993 – 2000 (7 年)