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Machine learning with R : expert techniques for predictive modeling / Brett Lantz.

By: Publisher: Birmingham, UK : Packt, [2019]Copyright date: 2019Edition: Third editionDescription: xiii, 437 pages : illustrations ; 24 cmContent type:
  • text
Media type:
  • unmediated
Carrier type:
  • volume
ISBN:
  • 9781788295864
  • 1788295862
Subject(s): LOC classification:
  • Q325.5 .L367 2019
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 -- Evaluation model performance -- Improving model performance -- Specialized machine learning topics.
Holdings
Item type Current library Call number Copy number Status Date due Barcode Item holds
BOOK BOOK NCAR Library Foothills Lab Q325.5 .L367 2019 1 Available 50583020010348
Total holds: 0

Includes index.

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 -- Evaluation model performance -- Improving model performance -- Specialized machine learning topics.

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