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The Machine Learning Guide for Predictive Accuracy: Interpolation and Extrapolation
Evaluating machine learning models beyond training data Ryota Kiuchi, Ph.D. · Follow Published in Towards Data Science · 13 min read · 6 hours ago — Introduction In recent years, data-driven approaches such as machine learning (ML) and deep learning (DL) have been applied to a wide range of tasks including machine translation and personal customized recommendations. These technologies reveal some patterns within the given training dataset by analyzing numerous data. However, if the given