machine-learning 17 easy-ensemble-classifier 9 smote 9 python 7 smoteenn 7 naive-random-oversampler 5 machine-learning-algorithms 5 scikit-learn 4 imbalanced-learning 4 oversampling 4 logistic-regression 4 ensemble-model 4 undersampling 4 smote-oversampler 4 cluster-centroid-undersampling 3 easyensembleclassifier 3 random-over-sampling 3 pandas 3 ensemble-learning 3 random-forest 3 cluster-centroids-undersampling 3 randomoversampler 3 cluster-centroids 3 smoteenn-combination 2 smoteen 2 jupyter-notebook 2 supervised-machine-learning 2 sklearn 2 xgboost 2 resampling 2 credit-risk 2 clustercentroids 2 classification 2 smote-algorithm 2 cluster-centroids-algorithm 2 scikitlearn-machine-learning 2 ada-boost-classifier 2 bagging-ensemble 1 balancedbaggingclassifier 1 decision-tree 1 deep-learning 1 deep-neural-networks 1 keras 1 over-sampling 1 rusboost 1 tensorflow 1 imbalance-learning 1 descision-tree 1 insurance-claims 1 knn-classification 1 knn-classifier 1 linear-discriminant-analysis 1 mlp-classifier 1 naive-bayes-classifier 1 neural-network 1 fintech 1 centroids 1 ensemble-classifier 1 resampling-methods 1 numpy 1 stochastic-gradient-descent 1 sentiment-analysis 1 natural-language-processing 1 adaboost 1 confusion-matrix 1 smote-sampling 1 adaboost-classifier 1 naive-random-oversampling 1 smote-oversampling 1 smoteenn-combination-sampling 1 data-visualization 1 imbalanced-data 1 imblearn 1 adaboost-algorithm 1 target-encoding 1 combination-sampling-algorithms 1 under-sampling 1 oversampling-algorithms 1 undersampling-algorithms 1 synthetic-minority-over-sampling 1 precision-recall 1 unbalanced-data 1