Machine learning with R : learn how to use R to apply powerful machine learning methods and gain an insight into real-world applications / Brett Lantz.
Series: Community experience distilledPublisher: Birmingham, UK : Packt Publishing, 2013Copyright date: 2013Description: vii, 375 pages : illustrations ; 24 cmContent type:- text
- unmediated
- volume
- 9781782162148 (pbk.)
- 1782162143 (pbk.)
- QA276.45.R3 L36 2013
Item type | Current library | Call number | Copy number | Status | Date due | Barcode | Item holds |
---|---|---|---|---|---|---|---|
BOOK | NCAR Library Mesa Lab | QA276.45 .R3 .L36 2013 | 1 | Checked out | 07/01/2024 | 50583020006130 |
"Production reference: 1211013"--Title page verso.
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 -- Evaluating model performance -- Improving model performance -- Specialized machine learning topics.