Dr. Shang has more than 15 years network security industry experiences such as Hillstone Networks, Juniper, Fortinet, Sonicwall, etc., and now is the chief scientist in Hillstone Networks. In recent years, he lead the research team to utilize machine learning, data statistics and analysis on malware detection and network anomaly behavior analysis. He also lead the research and product development in cloud security and micro-segmentation technology, and published several security research papers and hold 9 US network security patents.