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kRiShNa-429407/Heart-Disease-Classification

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Heart-Disease-Classification Project

Aim of the project

Given medical patient's attributes, is it possible for a Machine Learning model to predict whether or not the patient has a heart disease?

Dependencies installation

pip install pandas

pip install scikit-learn

pip install matplotlib

pip install numpy

Results

Best model :LogisticRegression (with tunned hyperparameters using GridSearchCV).

About the data

The original data set come frome the "https://archive.ics.uci.edu/dataset/45/heart+disease"

Model Comparison

Classification report:

How to use the trained model?

To use the trained model (use 'joblib'):

* from joblib import load
* load(filename= 'trained_model.joblib')
It is imported you can now use it to make predictions!!

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