Machine learning with r: expert techniques for predictive modeling /
Lantz, Brett.
Machine learning with r: expert techniques for predictive modeling / by Brett Lantz - 3rd ed. - Burmingham: Packt, c2019. - xiii,437p.: ill. ; 24 cm.
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.
9781788295864
Q325.5 / .L36 2019
Machine learning with r: expert techniques for predictive modeling / by Brett Lantz - 3rd ed. - Burmingham: Packt, c2019. - xiii,437p.: ill. ; 24 cm.
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.
9781788295864
Q325.5 / .L36 2019