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Published in:

Volume 7 Issue 11
November-2020
eISSN: 2349-5162

Unique Identifier

JETIR2011193

Page Number

426-434

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Title

Prediction of Heart Diseases Using Machine Learning Techniques

ISSN

2349-5162

Cite This Article

"Prediction of Heart Diseases Using Machine Learning Techniques", International Journal of Emerging Technologies and Innovative Research (www.jetir.org), ISSN:2349-5162, Vol.7, Issue 11, page no.426-434, November-2020, Available :http://www.jetir.org/papers/JETIR2011193.pdf

Abstract

The heart is the next major organ comparing to the brain, which has more priority in the Human body. Thus, preventing Heart diseases has become more than necessary. Good data-driven systems for predicting heart diseases can improve the entire research and prevention process, making sure that more people can live healthy lives. This is where Machine Learning comes into play. Machine Learning helps in predicting the Heart diseases, and the predictions made are quite accurate. The project involved analysis of the heart disease patient dataset with proper data processing. Then, different models were trained, and predictions are made with different algorithms KNN, Decision Tree, Random Forest, SVM, Logistic Regression etc. this is the Jupiter notebook code and I've used dataset from kaggle.com and UCI repository for various diseases-based datasets. I've used a variety of Machine Learning algorithms, implemented in Python, to predict the presence of heart disease in a patient. This is a classification problem, with input features as a variety of parameters, and the target variable as a binary variable, predicting whether heart disease is present or not.

Key Words

Heart disease, Data Mining Techniques, Decision Tree, Naïve Bayesian, Support Vector Machine (SVM), K-NN classifier

Cite This Article

"Prediction of Heart Diseases Using Machine Learning Techniques", International Journal of Emerging Technologies and Innovative Research (www.jetir.org | UGC and issn Approved), ISSN:2349-5162, Vol.7, Issue 11, page no. pp426-434, November-2020, Available at : http://www.jetir.org/papers/JETIR2011193.pdf

Publication Details

Published Paper ID: JETIR2011193
Registration ID: 303603
Published In: Volume 7 | Issue 11 | Year November-2020
DOI (Digital Object Identifier):
Page No: 426-434
ISSN Number: 2349-5162

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Cite This Article

"Prediction of Heart Diseases Using Machine Learning Techniques", International Journal of Emerging Technologies and Innovative Research (www.jetir.org | UGC and issn Approved), ISSN:2349-5162, Vol.7, Issue 11, page no. pp426-434, November-2020, Available at : http://www.jetir.org/papers/JETIR2011193.pdf




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