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Machine learning: Zhi-Hua Zhou

By: Contributor(s): Material type: TextTextPublication details: Gateway East, Singapore Springer c2021Description: xiii, 453p.: ill,; 25cmISSN:
  • 9789811519697
LOC classification:
  • QA76.73 .Z46 2021
Contents:
Introduction -- Model selection and evaluation -- Linear model -- Decision tree -- Neural networks -- Support vector machine -- Bayes classifiers -- Ensemble learning -- Clustering -- Dimensionality reduction and metric learning -- Feature selection and spare learning -- Computational learning theory -- Semi-supervised learning -- Probabilistic graphical model -- Rule learning -- Reinforcement learning
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includes index

Introduction -- Model selection and evaluation -- Linear model -- Decision tree -- Neural networks -- Support vector machine -- Bayes classifiers -- Ensemble learning -- Clustering -- Dimensionality reduction and metric learning -- Feature selection and spare learning -- Computational learning theory -- Semi-supervised learning -- Probabilistic graphical model -- Rule learning -- Reinforcement learning

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