Tentative plan for STK4030-f13: Modern data analysis. Week 34 ( 8/20 - 8/24 ): 1 Introduction and 2 Overview of supervised learning Week 35 ( 8/27 - 8/30 ): " Week 36 ( 9/3 - 9/7 ): 3 Linear methods for regression Week 37 ( 9/10 - 9/14 ): " Week 38 ( 9/17 - 9/21 ): " Week 39 ( 9/24 - 9/28 ): " Week 40 ( 10/1 - 10/5 ): 4 Linear methods for classification Week 41 ( 10/8 - 10/12): " Week 42 ( 10/15 - 10/19): 5 Basis expansions and regularization Week 43 ( 10/22 - 10/26): " Week 44 ( 10/29 - 11/2 ): 6 Kernel smoothing methods Week 45 ( 11/5 - 11/9 ): 7 Model assessment and selsction Week 46 ( 11/12 - 11/16): " Week 47 ( 11/19 - 11/23): 8 Model Inference and averaging Week 48 ( 11/26 - 11/30): 9 Additive models, trees and related models