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Model Validation and Selection,training set. Whether the training error of a hypothesis is a reliable indicator for its performance outside the training set depends on the statistical properties of the data points and on the hypothesis space used by the ML method.
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Alexander JungProposes a simple three-component approach to formalizing machine learning problems and methods.Interprets typical machine learning methods using the unified scientific cycle model: forming hypothesis
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Machine Learning: Foundations, Methodologies, and Applicationshttp://image.papertrans.cn/m/image/620371.jpg
IDEAS
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978-981-16-8195-0The Editor(s) (if applicable) and The Author(s), under exclusive license to Springer Nature Singapor
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Machine Learning978-981-16-8193-6Series ISSN 2730-9908 Series E-ISSN 2730-9916