https://github.com/noahgift/container-revolution-devops-microservices

DevOps SKlearn Microservice
https://github.com/noahgift/container-revolution-devops-microservices

Last synced: 29 days ago
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DevOps SKlearn Microservice

• Host: GitHub
• URL: https://github.com/noahgift/container-revolution-devops-microservices
• Owner: noahgift
• Created: 2019-05-03T13:36:34.000Z (over 6 years ago)
• Default Branch: master
• Last Pushed: 2022-06-21T22:43:07.000Z (over 3 years ago)
• Last Synced: 2025-07-26T00:32:45.346Z (2 months ago)
• Language: Makefile
• Homepage:
• Size: 232 KB
• Stars: 26
• Watchers: 4
• Forks: 44
• Open Issues: 3
• Metadata Files:
  • Readme: README.md

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README

          
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# Container Revolution

O'Reilly OLT(Online Live Training) 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

[![image](https://user-images.githubusercontent.com/58792/65437053-1aeb5d00-ddf1-11e9-94ab-099fc7029e28.png)]