Adversarial Machine Learning -- Industry Perspectives

no code implementations • 4 Feb 2020 • Ram Shankar Siva Kumar, Magnus Nyström, John Lambert, Andrew Marshall, Mario Goertzel, Andi Comissoneru, Matt Swann, Sharon Xia

Based on interviews with 28 organizations, we found that industry practitioners are not equipped with tactical and strategic tools to protect, detect and respond to attacks on their Machine Learning (ML) systems.

BIG-bench Machine Learning

Practical Machine Learning for Cloud Intrusion Detection: Challenges and the Way Forward

no code implementations • 20 Sep 2017 • Ram Shankar Siva Kumar, Andrew Wicker, Matt Swann

Operationalizing machine learning based security detections is extremely challenging, especially in a continuously evolving cloud environment.

Anomaly Detection BIG-bench Machine Learning +1