Data Science, Machine Learning, Regression, Data Analysis, Statistics.
complex, closely capturing the peculiarities and noise in the training data. This high degree of fit to the training data leads to poor performance on new, unseen data. The overfitted model essentially learns the noise in the data rather than the actual underlying trend. As a result, its