Addressing Imbalanced Datasets in Machine Learning: Leveraging SMOTE-NC for Enhanced Classification Performance

An imbalanced dataset in the context of machine learning is a dataset where the distribution of classes (categories) is not approximately equal. In other words, one class significantly outnumbers the other class or classes. This imbalance can create ...