This repository contains heart disease project completed by me for academics , self learning and recreational purposes.Presented in a jupyter notebook and markdown.
NOTE data used is for demonstration only
Overview Heart disease describes a range of conditions that affect the heart. Heart diseases include:
- Blood vessel disease, such as coronary artery disease
- Irregular heartbeats (arrhythmias)
- Heart problems you're born with (congenital heart defects)
- Disease of the heart muscle
- Heart valve disease
- Many forms of heart disease can be prevented or treated with healthy lifestyle choices.
- Contains the dataset used in the notebook
- few exploratory data analysis
- A model to predict if a patient has heart disease or not,using KNeighborsClassifier , RandomForestClassifier and LogisticRegression models
- Hyperparameter tuning using randomizedsearchcv and gridsearchcv
- Model evaluation
This is my first machine learning project