Heart Disease Prediction

-Data Preprocessing & visualization

- Split the data and doing some Preprocessing

-LogisticRegression Using Hyperparameter tuning (acc : 86%)

-SVM Using Hyperparameter tuning(acc : 62%)

-KNN try to find best K with minimum error (best - k : 10)

-DecisionTree Using Hyperparameter tuning(acc : 80%)

-(98% Best Accuracy) ExtraTrees Using Hyperparameter tuning

-RandomForst Using Hyperparameter tuning(acc : 97%)

-ExtraTrees Using Optuna This is Best Accuracy(acc :98%)

-AdaBoost Using Hyperparameter tuning(acc : 80%)

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