Titlebook: Machine Learning; The Basics Alexander Jung Textbook 2022 The Editor(s) (if applicable) and The Author(s), under exclusive license to Sprin

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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

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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