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Kubeflow and Istio - Investigating Istio's Role in MLOps

LF Networking via YouTube

Overview

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Learn how Istio integrates with Kubeflow and KServe to streamline Machine Learning operations in this conference talk. Explore the essential role Istio plays in handling complex ML workflow configurations, from security implementations to canary deployments. Discover practical solutions for exposing and releasing ML models, implementing minimum viable Istio configurations for secure operations, and understanding how KServe's Custom Resources translate into Istio resources. Master advanced configurations including traffic mirroring, fault injection, failover mechanisms, rate-limiting, external authentication, and custom WebAssembly plugin integration within the Kubeflow and KServe ecosystem.

Syllabus

Kubeflow & Istio, a Perfect Match! Investigating Istio’s Role... - Nina Polshakova & Peter Jausovec

Taught by

LF Networking

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