An introduction to machine learning / Miroslav Kubat [electronic resource]
Material type:
Computer filePublication details: Cham, Switzerland : Springer, 2017Edition: Second editionDescription: 1 online resource (xiii, 348 pages) : illustrationsISBN: - 9783319639130 (E-book)
- QA 76.9.D343 K82I 2017
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E-Book
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SPU Library, Bangkok (Main Campus) | Electronic Resources | On Display | QA 76.9.D343 K82I 2017 (Browse shelf(Opens below)) | Available | 9783319639130 |
การบูรณาการการเขียนโปรแกรมและเทคโนโลยี (INTEGRATIVE PROGRAMMING AND TECHNOLOGIES) ภาคการศึกษาที่ 2 |
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| QA 76.9.D343 H36D 2001 Data mining : [book] concepts and techniques / | QA 76.9.D343 H36D 2001 Data mining : [book] concepts and techniques / | QA76.9.D343 K36D 2003 Data mining : concepts, models, methods, and algorithms / | QA 76.9.D343 K82I 2017 An introduction to machine learning / [electronic resource] | QA 76.9.D343 L37D 2004 Data mining in time series databases. / | QA 76.9.D343 L37D 2005 Discovering knowledge in data : an introduction to data mining / | QA 76.9.D343 L37D 2005 Discovering knowledge in data : an introduction to data mining / |
Includes bibliographical references and index
A Simple machine-learning task -- Probabilities : bayesian classifiers -- Similarities : nearest-neighbor classifiers -- Inter-class boundaries : linear and polynomial classifiers -- Artificial neural networks -- Decision trees -- Computational learning theory -- A few instructive applications -- Induction of voting assemblies -- Some practical aspects to know about -- Performance evaluation -- Statistical significance -- induction in multi-label domains -- Unsupervised learning -- Classifiers in the form of rulesets -- The genetic algorithm -- Reinforcement learning
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