Machine learning with R expert techniques for predictive modeling
| Otros Autores: | |
|---|---|
| Formato: | Libro |
| Idioma: | Inglés |
| Publicado: |
Birmingham ; Mumbai :
Packt Publishing
2019
|
| Edición: | Third edition |
| Materias: | |
| Ver en Biblioteca Universitat Ramon Llull: | https://discovery.url.edu/permalink/34CSUC_URL/1im36ta/alma991009606531106719 |
Tabla de Contenidos:
- 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.
