Loading…
NOTE: The event will be held in Central Daylight Time (CDT), UTC -5.

View More Details for Open Source Summit + Embedded Linux Conference North America 2020
Registration Information.
Back To Schedule
Wednesday, July 1 • 1:50pm - 2:40pm
Pwned By Statistics: How Kubeflow & MLOps Can Help Secure Your ML Workloads - David Aronchick, Azure

Sign up or log in to save this to your schedule, view media, leave feedback and see who's attending!

Feedback form is now closed.
While machine learning is spreading like wildfire, very little attention has been paid to the ways that it can go wrong when moving from development to production. Even when models work perfectly, they can be attacked and/or degrade quickly if the data changes. Having a well understood MLOps process is necessary for ML security!

Using Kubeflow, we will demonstrate how to the common ways machine learning workflows go wrong, and how to mitigate them using MLOps pipelines to provide reproducibility, validation, versioning/tracking, and safe/compliant deployment. We will also talk about the direction for MLOps as an industry, and how we can use it to move faster, with less risk, than ever before.

Speakers
avatar for David Aronchick

David Aronchick

Head of OSS ML Strategy, Microsoft
David leads Open Source Machine Learning Strategy at Azure. This means he spends most of my time helping humans to convince machines to be smarter. He is only moderately successful at this. Previously, he led product management for Kubernetes on behalf of Google, launched Google Kubernetes... Read More →



Wednesday July 1, 2020 1:50pm - 2:40pm CDT
AI/ML/DL Theater