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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.

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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'

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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.

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