Geostatistics with R
This is a set of modern statistical tools for data analysis in atmospheric and cryospheric science. Topics are: 1. statistical learning 2. linear regression 3. classification 4. cross-validation and bootstrapping 5. parameter selection and regularization 6. splines and generalized additive models 7. trees and random forest 8. principal component analysis 9. deep learning