Coder Social home page Coder Social logo

outliersteam / cardiovascular-disease-prediction Goto Github PK

View Code? Open in Web Editor NEW
0.0 1.0 0.0 13.84 MB

Predicition of Cardiovacular Disease in an Individual using Machine Learning Algorithms

License: GNU General Public License v3.0

Jupyter Notebook 35.39% HTML 64.61%
machine-learning exploratory-data-analysis data-visualization data-summarization python

cardiovascular-disease-prediction's Introduction

PREDICTION OF CARDIOVASCULAR DISEASE USING MACHINE LEARNING

Problem Statement

What we aim to do is create an efficient classification model that best predicts if a given patient is likely to develop cardio vascular disease or not.

Overview of our approach towards the problem

  1. Perform Exploratory Data Analysis to gain insights on the Data
    a. Data Cleaning
    b. Data Summarization: Describe the data and its distributions
    c. Data Visualization: Create graphical summaries of the data

  2. Transform the data for training the different classification algorithms

  3. Apply the different Machine Learning Algorithms
    a. Train, Cross validate, perform appropriate hyperparameter tuning
    b. Comparative analysis of the accuracy of the models

  4. Gain insights from the results obtained

Contributors

Contact

If you want to contact us you can reach out at [email protected].

License

This project uses the following license: MIT

cardiovascular-disease-prediction's People

Contributors

bhuvanashreem avatar sainikhileshreddy 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.