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Thu Dec 10 · 11:00 AM SESSION #46815

Modern Software : Security of Machine Learning Systems

Brian Sletten
Brian Sletten
FORWARD LEANING SOFTWARE ENGINEER @ BOSATSU CONSULTING
01 / ABOUT THIS SESSION

When we productionalize machine learning systems, we are taking our models and injecting them squarely into our production systems. It is astonishing how rarely the topic of security crosses anyone's mind with respect to these models, the training process and what it means for often inexplicable systems that have an increasing bearing on our lives.

In this talk we will highlight and contextualize a handful of security attacks or issues that could exist in machine learning systems based on some of the most current research on the topic.

  • Architectural Risk Models of ML Systems
  • Threat Modeling
  • Taxonomies of Attacks
  • Practical Response Strategies
02 / SESSION DETAILS
FORMAT
90-minute session
All signal.
Zero fluff.
DECEMBER 7 - 10, 2020 · OPAL SANDS RESORT · CLEARWATER, FL