GitHub - Mubshr07/heartDiseasePrediction: This repo is the Machine Learning practice on NHANES dataset of Heart Disease prediction. The ML algorithms like LR, DT, RF, SVM, KNN, NB, MLP, AdaBoost, XGBoost, CatBoost, LightGBM, ExtraTree, etc. The results are good. I also explore the class-balancing (SMOTE) because the original dataset contains only 5% of patient and 95% of healthy record.

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This repo is the Machine Learning practice on NHANES dataset of Heart Disease prediction. The ML algorithms like LR, DT, RF, SVM, KNN, NB, MLP, AdaBoost, XGBoost, CatBoost, LightGBM, ExtraTree, etc. The results are good. I also explore the class-balancing (SMOTE) because the original dataset contains only 5% of patient and 95% of healthy record.

adaboost catboost dicision-tree extratreesclassifier knn-classification lightgbm logistic-regression machine-learning mlp-classifier mlp-networks navies-bayes-classifer nhanes nhanes-data random-forest svm svm-classifier xgboost

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Name		Name	Last commit message	Last commit date
DatasetResults_CardiacPrediction (Best Results SMOTE)		DatasetResults_CardiacPrediction (Best Results SMOTE)
DatasetResults_CardiacPrediction		DatasetResults_CardiacPrediction
DatasetResults_LSTM_CardiacPrediction		DatasetResults_LSTM_CardiacPrediction
DatasetResults_MLP_After_XAI_Features_Selection_Experiment_1_CardiacPrediction		DatasetResults_MLP_After_XAI_Features_Selection_Experiment_1_CardiacPrediction
DatasetResults_MLP_CardiacPrediction		DatasetResults_MLP_CardiacPrediction
DatasetResults_MLP_with_AttentionLayers_CardiacPrediction		DatasetResults_MLP_with_AttentionLayers_CardiacPrediction
DatasetResults_MLP_with_AttentionLayers_Extended_2_CardiacPrediction		DatasetResults_MLP_with_AttentionLayers_Extended_2_CardiacPrediction
DatasetResults_MLP_with_AttentionLayers_Extended_4_CardiacPrediction		DatasetResults_MLP_with_AttentionLayers_Extended_4_CardiacPrediction
DatasetResults_MLP_with_AttentionLayers_Extended_CardiacPrediction		DatasetResults_MLP_with_AttentionLayers_Extended_CardiacPrediction
DatasetResults_MLP_with_AttentionLayers_Low_Dimensions _XAI_CardiacPrediction		DatasetResults_MLP_with_AttentionLayers_Low_Dimensions _XAI_CardiacPrediction
DatasetResults_MLP_with_AttentionLayers_Visualized_CardiacPrediction		DatasetResults_MLP_with_AttentionLayers_Visualized_CardiacPrediction
DatasetResults_MLP_with_AttentionLayers_XAI_Experiment_3_CardiacPrediction		DatasetResults_MLP_with_AttentionLayers_XAI_Experiment_3_CardiacPrediction
DatasetResults_MLP_with_AttentionLayers_after_XAI_CardiacPrediction 2		DatasetResults_MLP_with_AttentionLayers_after_XAI_CardiacPrediction 2
DatasetResults_MLP_with_AttentionLayers_imBalancedCardiacPrediction		DatasetResults_MLP_with_AttentionLayers_imBalancedCardiacPrediction
DatasetResults_MLP_with_AttentionLayers_imBalanced_loaded_CardiacPrediction		DatasetResults_MLP_with_AttentionLayers_imBalanced_loaded_CardiacPrediction
DatasetResults_MLP_with_AttentionLayers_loaded_Exp3_CardiacPrediction		DatasetResults_MLP_with_AttentionLayers_loaded_Exp3_CardiacPrediction
DatasetResults_MLP_with_AttentionLayers_loaded_SHAP_Features_CardiacPrediction		DatasetResults_MLP_with_AttentionLayers_loaded_SHAP_Features_CardiacPrediction
DatasetResults_MLP_with_LOW_AttentionLayers_Extended_CardiacPrediction		DatasetResults_MLP_with_LOW_AttentionLayers_Extended_CardiacPrediction
DatasetResults_PyTorch_CardiacPrediction		DatasetResults_PyTorch_CardiacPrediction
DatasetResults_RNN_CardiacPrediction		DatasetResults_RNN_CardiacPrediction
Dataset_Exploration_CardiacPrediction		Dataset_Exploration_CardiacPrediction
LAB_PC		LAB_PC
catboost_info		catboost_info
heartDisease		heartDisease
.gitignore.txt		.gitignore.txt
0.1_Correlation_Matrix_DateSetName_CardiacPrediction.png		0.1_Correlation_Matrix_DateSetName_CardiacPrediction.png
0.Confusion_Matrix_CardiacPrediction.png		0.Confusion_Matrix_CardiacPrediction.png
0.DataSet_analysis_CardiacPrediction.png		0.DataSet_analysis_CardiacPrediction.png
1.DataSet_analysis_CardiacPrediction.png		1.DataSet_analysis_CardiacPrediction.png
CNN_Coronary_Heart_Disease.ipynb		CNN_Coronary_Heart_Disease.ipynb
CNN_Coronary_Heart_Disease2.ipynb		CNN_Coronary_Heart_Disease2.ipynb
XAI_Shapely_AUC_TestPoint10		XAI_Shapely_AUC_TestPoint10
heartDiseaseDL.ipynb		heartDiseaseDL.ipynb
heartDiseaseDeepNN with Attention.ipynb		heartDiseaseDeepNN with Attention.ipynb
heartDiseaseDeepNN.ipynb		heartDiseaseDeepNN.ipynb
heartDiseaseKeras.ipynb		heartDiseaseKeras.ipynb
heartDiseaseML.ipynb		heartDiseaseML.ipynb
heartDiseasePyTorch.ipynb		heartDiseasePyTorch.ipynb
heartDiseaseXAI.ipynb		heartDiseaseXAI.ipynb
heartDisease_DataSet_Exploration.ipynb		heartDisease_DataSet_Exploration.ipynb
heartDisease_LSTM.ipynb		heartDisease_LSTM.ipynb
heartDisease_MLP - Attention - Low Dimensions XAI - Experiment 3.ipynb		heartDisease_MLP - Attention - Low Dimensions XAI - Experiment 3.ipynb
heartDisease_MLP - Attention - Low Dimensions XAI.ipynb		heartDisease_MLP - Attention - Low Dimensions XAI.ipynb
heartDisease_MLP - Attention Mechanism - imBalanced.ipynb		heartDisease_MLP - Attention Mechanism - imBalanced.ipynb
heartDisease_MLP - with Attention Mechanism - Extended.ipynb		heartDisease_MLP - with Attention Mechanism - Extended.ipynb
heartDisease_MLP - with Attention Mechanism.ipynb		heartDisease_MLP - with Attention Mechanism.ipynb
heartDisease_MLP - with Low Attention Mechanism - Extended.ipynb		heartDisease_MLP - with Low Attention Mechanism - Extended.ipynb
heartDisease_MLP - without Attention.ipynb		heartDisease_MLP - without Attention.ipynb
heartDisease_MLP After XAI Feature Selection - Experiment 1 .ipynb		heartDisease_MLP After XAI Feature Selection - Experiment 1 .ipynb
heartDisease_MLP.ipynb		heartDisease_MLP.ipynb
heartDisease_RNN.ipynb		heartDisease_RNN.ipynb
load Pretrained Model and SHAP_Balanced .ipynb		load Pretrained Model and SHAP_Balanced .ipynb
load Pretrained Model and SHAP_FeatureSelection.ipynb		load Pretrained Model and SHAP_FeatureSelection.ipynb
load Pretrained Model and SHAP_ImBalanced.ipynb		load Pretrained Model and SHAP_ImBalanced.ipynb
model_summary.txt		model_summary.txt
path_to_save_image.png		path_to_save_image.png
shap_values.pkl		shap_values.pkl
testing code.ipynb		testing code.ipynb

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