Giter Club home page Giter Club logo

antoinebuteau / predicting-insurance-claim Goto Github PK

View Code? Open in Web Editor NEW

This project forked from muhammad-sheraz-ds/predicting-insurance-claim

0.0 0.0 0.0 76.04 MB

In this comprehensive machine learning project, I executed the entire machine learning life cycle. Designed a streamlined and visually appealing interface using Streamlit. Ensuring a user-friendly experience for individuals to input their relevant information effortlessly. Handed off well-documented and easily modifiable code.

Home Page: https://github.com/Profile

License: MIT License

Python 0.02% HTML 24.79% Jupyter Notebook 75.20%

predicting-insurance-claim's Introduction

Machine Learning-Based Insurance Claim Prediction App

This repository contains a Streamlit web application for predicting insurance claim amounts based on user input. The predictive model is trained using machine learning techniques.

Usage

  1. Clone the Repository:

    git clone https://github.com/MuhammadSheraza002/insurance-claim-prediction.git
    cd insurance-claim-prediction
  2. Install Dependencies:

    pip install -r requirements.txt
  3. Run the App:

    streamlit run app.py
  4. Open in Browser: Visit http://localhost:8501 in your web browser.

App Interface

The web application allows users to input various parameters such as age, gender, BMI, blood pressure, diabetic status, number of children, smoker status, and region. After providing the input, the user can click the "Predict" button to receive an estimated insurance claim amount.

Files

  • app.py: The main application file containing the Streamlit app.
  • insurance.pkl: Pickle file containing the trained machine learning model.
  • requirements.txt: File listing the Python dependencies for the project.

Model Training

The predictive model is trained on an insurance dataset, and the trained model is saved using pickle. For details on the model training, refer to the original project code.

Contributing

If you'd like to contribute or report issues, please open an issue or create a pull request.

predicting-insurance-claim's People

Contributors

muhammad-sheraz-ds 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.