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“But it’s just metadata.” In this talk, we explore our recent research in machine learning to build intelligent models of user behavior over encrypted channels to discover anomalous network traffic in near real time. In doing so, we discover some incredible knowledge hidden in the metadata and introduce new directions for implicit user authentication.