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Infrastructure and Infrastructui
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Classroom Contents
Scaling Kubeflow for Multi-tenancy at Spotify
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- 1 Intro
- 2 Kubeflow Platform for ML
- 3 ML Workflow @ Spotify
- 4 Kubeflow clusters
- 5 Kubeflow platform stats
- 6 Our solutions
- 7 Team based multi-tenancy
- 8 Team profile management
- 9 Team profile example
- 10 Existing setup & problems
- 11 Multi-cluster strategy illustration
- 12 Benefits of multiple clusters
- 13 Multi-cluster implementation
- 14 Multi-cluster based Kubeflow Platforr
- 15 New challenges
- 16 Solution: ArgoCD
- 17 Multi-cluster CD
- 18 Multi-cluster reliability
- 19 "Infrastructure"-as-code
- 20 SLO Tracking
- 21 Telemetry and Metrics
- 22 kubeflow-state-metrics
- 23 Infrastructure and Infrastructui
- 24 Product Identity
- 25 Expanded Observability
- 26 Expanded "On-Cluster" Compute
- 27 Self-Service
- 28 Open Source!
