Jeff Schwartzentruber holds the position of Principal Data Scientist and Research Lead at 2Keys Corp. – a Canadian cyber-security company specializing in digital identity and managed security services. Dr. Schwartzentruber received his PhD in Mechanical Engineering from Ryerson University with a focus on analytical process modelling. In his role at 2Keys, Dr. Schwartzentruber is responsible for the continued development, innovation and leadership of artificial intelligence (AI) and machine learning (ML) capabilities at the intersection of identity and access management, advanced threat analytics and response, and managed security services. Jeff’s research interests include machine learning (particularly deep learning and boosted trees), real-time anomaly detection, and analytical/semi-empirical model development for security and business applications – primarily in the realm of network, endpoint and IoT monitoring.