easy-ensemble-classifier 16 machine-learning 15 balanced-random-forest 9 smoteenn 8 smote-oversampler 5 naive-random-oversampler 5 smote 5 random-forest 5 scikit-learn 4 cluster-centroids-undersampling 4 random-forest-classifier 3 imbalanced-learning 3 credit-risk 3 random-over-sampling 3 python 3 ensemble-learning 3 supervised-machine-learning 3 logistic-regression 2 undersampling 2 scikitlearn-machine-learning 2 smote-sampling 2 smote-algorithm 2 resampling 2 cluster-centroids 2 smoteenn-combination 2 cluster-centroids-algorithm 2 unbalanced-data 1 cluster-analysis 1 smoteen 1 credit-scoring 1 prediction-algorithm 1 clustering-algorithm 1 classification 1 finance 1 imbalanced-learn 1 risk-analysis 1 natural-language-processing 1 sentiment-analysis 1 stochastic-gradient-descent 1 synthetic-minority-over-sampling 1 fintech 1 under-sampling 1 precision-recall 1 over-sampling 1 machine-learning-algorithms 1 imbalance-learning 1 ada-boost-classifier 1 pandas 1 numpy 1 cluster-centroid-undersampling 1 oversampling 1 confusion-matrix 1 adaboost 1