GithubHelp home page GithubHelp logo

premium_prediction's Introduction

Premium_Prediction

Aim of the Project

The aim of this project is to design and optimize a regression model to predict health insurance premiums with high accuracy.

Technologies Used

Python, pandas, matplotlib, Seaborn, Scikit-learn.

Working in Brief

The project involves designing a regression model to predict health insurance premiums based on various factors. Data is cleaned and preprocessed, followed by exploratory data analysis to identify key factors impacting premiums. The model's performance is enhanced through cross-validation and feature scaling.

Results and Future Improvement

The model achieved an 83% accuracy in predicting health insurance premiums. Future improvements could focus on incorporating more data points, experimenting with different machine learning algorithms, and fine-tuning the model for even better accuracy.

premium_prediction's People

Contributors

kripanshsharma avatar

Watchers

 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.