class-imbalance-handling 7 data-analysis 2 logistic-regression 2 machine-learning 2 feature-scaling 2 python 2 f1-score 2 k-nearest-neighbors 2 xgboost 1 resampling-methods 1 random-undersampling 1 random-oversampling 1 near-miss 1 naive-bayes 1 light-gradient-boosting-machine 1 k-means 1 credit-card-fraud 1 binary-classification 1 balanced-bagging 1 adasyn 1 upsampling 1 tpr 1 supervised-learning 1 roc-curve 1 regression-metrics 1 multicollinearity 1 svm 1 support-vector-machine 1 smote 1 random-forest-classifier 1 outlier-removal 1 ml 1 k-nn 1 feature-selection 1 dataset 1 data-splitting 1 cross-validation 1 catboost 1 model-training 1 model-deployment 1 hyperparameter-tuning 1 feature-importance 1 feature-engineering 1 data-visualisation 1 data-cleaning 1 tensorflow 1 smote-enn 1 machinelearning-python 1 hyperparameter-optimization 1 evaluation-metrics 1 classification-algorithm 1 transformers 1 transfer-learning 1 toxic-language-detection 1 text-classification 1 streamlit-webapp 1 responsible-ai 1 nlp-classification 1 nlp 1 interactive-applications 1 inference 1 huggingface 1 deep-learning 1 confusion-matrix-analysis 1 classification-report-analysis 1 bertweet 1 ai-ethics 1 recall 1 precision 1 pr-curve 1 ordinal-encoding 1 one-hot-encoding 1 label-encoding 1 imbalanced-classification 1 fpr 1 feature-prep 1 downsampling 1 data-upload 1 confusion-matrix 1 marketing-analytics 1 k-fold-cross-validation 1 decision-trees 1 classification 1 yeo-johnson-transformations 1 winsorization 1 supervised-learning-algorithms 1 stratified-cross-validation 1 robustscaler 1