Machine Learning

Notes on regression, classification, model selection, non-linear methods, trees, support vector machines, Bayesian methods, and clustering.

• Supervised learning

  Linear regression · Classification · Model selection

• Non-linear models

  Moving beyond linearity · Tree-based models · Support vector machines

• Statistical methods

  Resampling · Bayesian methods · Clustering

• Supporting material

  Appendix · Code