Coder Social home page Coder Social logo

rrizwan98 / mlops-portfolio Goto Github PK

View Code? Open in Web Editor NEW
0.0 2.0 1.0 19.3 MB

A comprehensive MLOps structure that includes the use of CI/CD pipelines, DVC, MLflow, Git workflow, and Heroku. This structure covers the complete lifecycle of machine learning operations, from continuous integration and deployment pipelines to version control with DVC, experiment tracking with MLflow, collaborative development with Git workflow,

Procfile 0.02% Python 34.82% Jupyter Notebook 46.16% CSS 0.06% HTML 18.95%
dvc-pipeline gitactions-workflow github heroku-deployment machine-learning mlflow

mlops-portfolio's Introduction

Mlops-portfolio

What is MLOps?

MLOps refers to a collection of practices that facilitate collaboration and communication between data scientists and operations professionals. By implementing these practices, organizations can enhance the quality, streamline the management process, and automate the deployment of Machine Learning and Deep Learning models in large-scale production environments. MLOps enables better alignment of models with business requirements and ensures compliance with regulatory standards.

MLOps IRIS Single page website link.

https://iris-flower-mlops.herokuapp.com/

mlops-portfolio's People

Contributors

raza-rizwan avatar rrizwan98 avatar

Watchers

 avatar  avatar

Forkers

taltaf913

Recommend Projects

  • React photo React

    A declarative, efficient, and flexible JavaScript library for building user interfaces.

  • Vue.js photo Vue.js

    ๐Ÿ–– Vue.js is a progressive, incrementally-adoptable JavaScript framework for building UI on the web.

  • Typescript photo Typescript

    TypeScript is a superset of JavaScript that compiles to clean JavaScript output.

  • TensorFlow photo TensorFlow

    An Open Source Machine Learning Framework for Everyone

  • Django photo Django

    The Web framework for perfectionists with deadlines.

  • D3 photo D3

    Bring data to life with SVG, Canvas and HTML. ๐Ÿ“Š๐Ÿ“ˆ๐ŸŽ‰

Recommend Topics

  • javascript

    JavaScript (JS) is a lightweight interpreted programming language with first-class functions.

  • web

    Some thing interesting about web. New door for the world.

  • server

    A server is a program made to process requests and deliver data to clients.

  • Machine learning

    Machine learning is a way of modeling and interpreting data that allows a piece of software to respond intelligently.

  • Game

    Some thing interesting about game, make everyone happy.

Recommend Org

  • Facebook photo Facebook

    We are working to build community through open source technology. NB: members must have two-factor auth.

  • Microsoft photo Microsoft

    Open source projects and samples from Microsoft.

  • Google photo Google

    Google โค๏ธ Open Source for everyone.

  • D3 photo D3

    Data-Driven Documents codes.