/container-revolution-devops-microservices

DevOps SKlearn Microservice

Primary LanguageMakefile

CircleCI

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

  1. Create project: Dockerfile, app, serialized/pickled model
  2. Build and test
  3. Push to Dockerhub
  4. Pull it onto AWS Cloud 9
  5. Predict via pulled container
  6. Extend and push to Amazon ECR
  7. Pull onto new AWS Cloud 9 environment via ECR
  8. Pull onto GCP Cloud

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