Machine learning with R : expert techniques for predictive modeling / Brett Lantz.
Publisher: Birmingham, UK : Packt, [2019]Copyright date: 2019Edition: Third editionDescription: xiii, 437 pages : illustrations ; 24 cmContent type:- text
- unmediated
- volume
- 9781788295864
- 1788295862
- Q325.5 .L367 2019
Item type | Current library | Call number | Copy number | Status | Date due | Barcode | Item holds |
---|---|---|---|---|---|---|---|
BOOK | NCAR Library Foothills Lab | Q325.5 .L367 2019 | 1 | Available | 50583020010348 |
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.