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Machine learning with r: expert techniques for predictive modeling / by Brett Lantz

By: Material type: TextTextPublication details: Burmingham: Packt, c2019.Edition: 3rd edDescription: xiii,437p.: ill. ; 24 cmISBN:
  • 9781788295864
LOC classification:
  • Q325.5 .L36 2019
Contents:
Introducing machine learning -- Managing and understanding data -- Lazy learning- classification using nearest neighbors -- Probabilistic learning- classification using naive bayes -- Divide and conquers- classification using decision trees and rules --Forecasting numeric data-regression method -- black box method- neural networks and support -- 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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Holdings
Item type Current library Collection Call number Copy number Status Barcode
Books Books Zetech Library - Ruiru Campus Reference Non-fiction Q325.5 .L36 2019 (Browse shelf(Opens below)) C1 Not For Loan Z010820

Includes index.

Introducing machine learning -- Managing and understanding data -- Lazy learning- classification using nearest neighbors -- Probabilistic learning- classification using naive bayes -- Divide and conquers- classification using decision trees and rules --Forecasting numeric data-regression method -- black box method- neural networks and support -- 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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