https://github.com/iamkankan/deployment_production

Deployment in Server and pseudo-server for Development purpose & MLOPS
https://github.com/iamkankan/deployment_production

aws-ec2 azure-deployment flask-deployment heroku-deployment machine-learning-projects virtualenv

Last synced: 29 days ago
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Deployment in Server and pseudo-server for Development purpose & MLOPS

• Host: GitHub
• URL: https://github.com/iamkankan/deployment_production
• Owner: iAmKankan
• License: unlicense
• Created: 2022-02-16T12:09:31.000Z (about 3 years ago)
• Default Branch: main
• Last Pushed: 2023-01-08T12:21:43.000Z (over 2 years ago)
• Last Synced: 2025-02-02T18:23:45.252Z (3 months ago)
• Topics: aws-ec2, azure-deployment, flask-deployment, heroku-deployment, machine-learning-projects, virtualenv
• Homepage:
• Size: 11.7 KB
• Stars: 0
• Watchers: 2
• Forks: 2
• Open Issues: 1
• Metadata Files:
  • Readme: README.md
  • License: LICENSE

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README

        
## Index

![deep](https://user-images.githubusercontent.com/12748752/154262075-ed666dc8-ede8-4bf7-b89e-a98ce19dbdc3.png)

#### Project Setup

* [Virtual Environment](https://github.com/iAmKankan/Data-Gathering-And-Preprocessing/tree/main/Deployment#readme)

* Requirements setup 

#### _Micro-Web frameworks in Python_ 

  * [Falsk](https://github.com/iAmKankan/Data-Gathering-And-Preprocessing/tree/main/Deployment/flask)

#### _Cloud Plateforms_

  * [Heroku](https://github.com/iAmKankan/Data-Gathering-And-Preprocessing/tree/main/Deployment/heroku#readme)

  * [AWS](https://github.com/iAmKankan/Data-Gathering-And-Preprocessing/tree/main/Deployment/aws) 

  * [Azure](https://github.com/iAmKankan/Data-Gathering-And-Preprocessing/blob/main/Deployment/Azure)

![light](https://user-images.githubusercontent.com/12748752/154262083-8f345f9a-5638-4efa-b67a-0b94fe76a3eb.png)



## What is Model Deployment?

![deep](https://user-images.githubusercontent.com/12748752/154262075-ed666dc8-ede8-4bf7-b89e-a98ce19dbdc3.png)

* Deployment is the method by which you integrate a machine learning model into an existing production environment to make practical business decisions based on data. 

* It is one of the last stages in the machine learning life cycle and can be one of the most cumbersome.

## What is a CI/CD pipeline? ([redhat.com](https://www.redhat.com/en/topics/devops/what-cicd-pipeline))

* A CI/CD (Continuous integration/continuous delivery) pipeline is a series of steps that must be performed in order to deliver a new version of software.

## Elements of a CI/CD pipeline