Container Revolution
Pearson OLT on DevOps course on microservices
Proposed Kubernetes Example Steps
- Setup and Configure Docker locally
- Setup and Configure Kubernetes locally
- Create Flask scikit-learn app in Container
- Run via kubectl
- Configure cluster and Deploy
- Loadtest and verify auto-scale
Boston Housing Dataset Pickled model Colab
https://github.com/noahgift/boston_housing_pickle
Diagram & Steps
- Create project: Dockerfile, app, serialized/pickled model
- Build and test
- Push to Dockerhub
- Pull it onto AWS Cloud 9
- Predict via pulled container
- Extend and push to Amazon ECR
- Pull onto new AWS Cloud 9 environment via ECR
- Pull onto GCP Cloud
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