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Introducing Kubeflow for Machine Learning and AI on Kubernetes
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- 1 Introducing Kubeflow
- 2 Trevor Grant
- 3 What is Kubernetes?
- 4 What is Machine Learning/AI.
- 5 ML Tools are making DS suck less and less every year
- 6 Problems of Data Scientists and ML Idiots
- 7 What is Kubeflow?
- 8 Components Buffet
- 9 The many kinds of models you can train
- 10 But don't forget about data prep friends!
- 11 Model persistence/deployment/c
- 12 Model Serving
- 13 How does this fit in to the Ecosystem
- 14 Running that pipeline
- 15 Execute Pipelines on a Schedule
- 16 Better Pipelines with Python Code
- 17 Meta Data!
- 18 Downsides to kubellow
- 19 Very DIY KF Cross Cloud Workshop
- 20 Questions? Half-baked Demo?
