Secure your AI model pipelines: live workshop
With ML systems and AI-augmented applications becoming prominent components of the software infrastructure, they are also a very attractive target for malicious actors.
This workshop will equip you with the skills to identify common vulnerabilities in an ML/Data development system and show you how to leverage Flyte, the open-source AI orchestrator, to create a security baseline for your pipelines, augmenting it with the compliance that the Flyte-powered Union.ai platform delivers.
This workshop will cover
- Overview of common vulnerabilities in ML pipelines
- The defense-in-depth approach
- Flyte's OAuth 2.0 implementation and how to use it
- From auth to authz: Role Based Access Control in Union
What you’ll need to follow along
- A Flyte cluster (it can be flytectl demo start)
- Access to one of the Identity Providers supported by Flyte
Who should attend
Anyone interested in enhancing the security posture of their AI development system at different stages. Regardless of the title, you're welcome to join even if you don't have access to a Flyte deployment, we're sure you'll learn something new.
About the Speaker
David is a platform engineer and developer advocate who has been building or supporting cloud platforms and cloud-native applications for a long time.
Connect with David on LinkedIn
About Union.ai
Our AI workflow and inference platform unifies data, models, and compute with the workflows of execution on a single pane of glass.
We also maintain Flyte, an open-source orchestrator that facilitates building production-grade data and ML pipelines.
💬 Join our AI and MLOps Slack Community: slack.flyte.org
⭐ Check out Flyte on GitHub: github.com/flyteorg/flyte
🤝 Learn about everything else we’re doing at union.ai