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Tuesday, April 30 • 5:00pm - 5:30pm
Kubeflow & Istio, a Perfect Match! Investigating Istio’s Role in MLOps - Nina Polshakova & Peter Jausovec, Solo.io

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When operating Machine Learning workflows there are many moving pieces that are required to serve ML models. When models change, it is challenging to generate the logic for shifting to a new model, while ensuring that security and resiliency is maintained. If using Kubeflow and KServe, things that need to be considered such as security, routing, and observability, are abstracted away. Under the hood, Istio is doing all the heavy lifting, handling the configuration needed for everything from security with AuthN and AuthZ policies to canary deployments. We will cover topics including:

- How Istio can help with exposing existing and canary releasing newer models.
- The minimum viable Istio configuration to allow for secure ML operations.
- How KServe’s CRs are translated into Istio resources
- Configuration for traffic mirroring, fault injection, failover, rate-limit, external authentication, and BYO wasm plugins with Istio alongside the generated Kubeflow and KServe configurations
Speakers
avatar for Peter Jausovec

Peter Jausovec

Principal Platform advocate, Solo.io
Peter Jausovec is a platform advocate at Solo.io. He has over 15 years of experience in software development and tech in various roles such as QA (test), software engineering, and leading tech teams. He's been working in the cloud-native space for the past couple of years and delivering... Read More →
avatar for Nina Polshakova

Nina Polshakova

Principal Software Engineer, Solo.io
Nina is a software engineer working on multi-cluster Istio solutions on the Gloo Platform team at Solo.io. She has also been on several Kubernetes release teams, most recently as the Enhancements team lead for the 1.29 release. Previously Nina worked at Shape Security preventing malicious... Read More →

OneSummit Kubeflow & Istio, a Perfect Match! Investigating Istio’s Role in MLOps pdf
Tuesday April 30, 2024 5:00pm - 5:30pm PDT
211 CD
  AI Implementation Across Telecom + Cloud and Enterprise & Edge