Machine learning with R expert techniques for predictive modeling
Contents: Introducing machine learning -- Managing and understanding data -- Lazy learning : classification using nearest neighbors -- Probabilistic learning : classification using naive Bayes -- Divide and conquer : classification using decision trees and rules -- Forecasting numeric data : regress...
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| Format: | Buch |
| Sprache: | English |
| Veröffentlicht: |
Birmingham, UK ; Mumbai
Packt
2019
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| Ausgabe: | Third edition |
| Schriftenreihe: | Expert insight
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| Schlagworte: | |
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| Zusammenfassung: | Contents: Introducing machine learning -- Managing and understanding data -- Lazy learning : classification using nearest neighbors -- Probabilistic learning : classification using naive Bayes -- Divide and conquer : classification using decision trees and rules -- Forecasting numeric data : regression methods -- Black box methods : neural networks and support vector machines -- Finding patterns : market basket analysis using association rules -- Finding groups of data : clustering with k-means -- Evaluating model performance -- Improving model performance -- Specialized machine learning topics. |
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| Beschreibung: | XIII, 437 Seiten Illustrationen, Diagramme |
| ISBN: | 9781788295864 |