Navigating the Uneven Terrain: The Impact of Imbalanced Datasets on Machine Learning Models
Introduction: In the realm of machine learning, Datasets the axiom “garbage in, garbage out” holds true, emphasizing the critical role of data quality in model performance. One often overlooked challenge that can significantly affect the efficacy of machine learning models is the presence of imbalanced datasets. An imbalanced dataset occurs when the distribution of classes … Read more