Introduction to KubeFlow: Using and Use Cases

Introduction to KubeFlow: Using and Use Cases

Linux Foundation via YouTube Direct link

Intro

1 of 26

1 of 26

Intro

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Introduction to KubeFlow: Using and Use Cases

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  1. 1 Intro
  2. 2 What are containers?
  3. 3 What is kubernetes
  4. 4 Kubernetes desired state management
  5. 5 What is machine learning?
  6. 6 What is kubeflow?
  7. 7 Kubeflow components
  8. 8 What's new in 0.6?
  9. 9 Meet Kubeflow
  10. 10 Cluster view
  11. 11 Motivating example
  12. 12 Collaborative filtering
  13. 13 Rating Matrix
  14. 14 Using Minio as a centralized storage
  15. 15 Kubeflow options for machine learning and model serving
  16. 16 Using Jupiter for creating implementation
  17. 17 Converting implementation to TF Job
  18. 18 Running TF Job
  19. 19 Deploying TF-serving
  20. 20 Using TF Serving in streaming applications
  21. 21 Concept drift
  22. 22 Continuous model updates implementation
  23. 23 Additional custom components
  24. 24 Argo workflow
  25. 25 Bringing it all together
  26. 26 Try this yourself

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