/Heart_Disease_Prediction

This repository contains code for a machine learning project to predict the risk of heart disease using individuals' health and lifestyle habits, demographic and socioeconomic factors.

Primary LanguageJupyter Notebook

Heart Disease Prediction

KDD PROJECT

Project from Spring 2023 CS 513 Knowledge Discovery and Data Mining class of Stevens Institute of Technology

Project Proposal:
Check File - 'CS 513 B – KDD PROJECT PROPOSAL_ Heart Disease Prediction.pdf'

Original Dataset:
Check File - 'archive.zip' (Unzip the file)

Cleaned Dataset:
Check File - 'cleanheart_dataset.csv'

Algorithms of kNN and Naive Baiyes:
Check Files - 'kNN_' & 'NB_ .ipynb' ( multiple iterations have been run after each modification of the dataset)

Changes observed in Metrics:
Check Files - 'Outputs.pages' & 'Inferences.xslx'

Final Code:
Check File - 'CS513_Final_Project_Code_Group10.ipynb' (Jupyter Notebook)

Presentation:
Check File - 'CS513_Final_Project_PPT_Group10.pptx'