Owned by Statistics: Using Kubeflow to Defend vs Attacks on Your ML Models

David Aronchick at KubeCon + CloudNativeCon North America 2020

Machine learning continues its spread across the tech world and is now in use by more than 80% of enterprises world wide. However, with the increased reliance on this technology, the spectre of additional security attack surface areas rises up. Machine learning attacks are a new area of opportunity for adversaries, and require a new way to approach defense. In this talk, we will cover several of the most common ML attacks today and how to defend against them. We will also show how to use a sophisticated, cloud-native pipeline with Kubeflow will to enable organizations to detect, remediate and defend against future attacks.