logistic-regression 8 machine-learning 6 python 6 scikit-learn 5 random-under-sampling 4 imbalanced-learning 4 supervised-machine-learning 4 confusion-matrix 4 smote 4 pandas 4 smote-sampling 3 imblearn 3 numpy 3 smoteenn 3 easy-ensemble-classifier 3 balanced-random-forest 3 sklearn 2 classification-report 2 credit-card 2 matplotlib-pyplot 2 seaborn 2 fraud-detection 2 adaboost 2 decision-trees 2 cluster-centroids-algorithm 2 random-forest 2 smote-algorithm 2 tomek-link-elimination 1 credit-risk 1 heatmap 1 extra-trees-classifier 1 ensemble 1 accuracy-score 1 value-count 1 pca-analysis 1 module-12-supervised-learning 1 creditrisk-analysis 1 credit 1 analysis 1 deep-learning 1 accuracy 1 support-vector-machines 1 stratified-cross-validation 1 quantile-transformer 1 pca 1 knn-classifier 1 oversampling 1 label-encoder 1 matplotlib 1 one-hot-encoding 1 random-forest-classifier 1 machine-learning-algorithms 1 sklearn-library 1 standardscaler 1 artificial-intelligence 1 creditcard 1 autoencoders 1 credit-cards 1 dnn 1 fraud-transactions 1 fraudulent-transactions 1 isolation-forest 1 k-means-clustering 1 outlier-detection 1 recall-precision 1 transaction-numbers 1 tsne-plot 1 tsne-visualization 1 xgboost 1 classification-models 1 cluster-centroids-undersampling 1 loan-applications 1 predicting-risk 1 smoteen 1 balanced-accuracy-scores 1 train-test-split 1 balancedrandomforestclassifier 1 clustercentroids 1 easyensembleclassifier 1 get-dummies 1 cluster-centroid-undersampling 1 classification 1 ros 1 synthetic-minority-over-sampling 1 scikitlearn-machine-learning 1 adasyn 1