Coder Social home page Coder Social logo

churn_prediction's Introduction

Churn Prediction App

This is a Streamlit web application for predicting churn in a telecom dataset. The app uses a machine learning model trained on the dataset to predict whether a customer is likely to churn or not based on various features.

Table of Contents

Demo

You can access the live demo of the app here.

Features

  • User-Friendly Interface: Simple and intuitive UI for users to input customer information.
  • Churn Prediction: Predicts whether a customer is likely to churn or not.
  • Interactive Sliders and Dropdowns: Allows users to interactively input feature values.

Installation

To run this app locally, follow these steps:

  1. Clone the repository: git clone cd churn-prediction-app
  2. Install dependencies: pip install -r requirements.txt
  3. Run the app: streamlit run app.py

The app should open in your default web browser.

Usage

  1. Enter customer information using the dropdowns and sliders.
  2. Click the "Predict" button.
  3. View the predicted churn status.

Deployment

This app is deployed using Streamlit. To deploy it yourself, follow the instructions in the Deployment section of the README.

Dependencies

  • streamlit==0.90.0
  • pandas==1.3.3
  • joblib==1.1.0

Contributing

If you want to contribute to this project, feel free to fork the repository and submit a pull request. Please follow the contribution guidelines.

churn_prediction's People

Contributors

thedamioflagos avatar

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.