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## Teaching material

### 1. Slides

» 4 Appendix: Principal components analysis
data inserimento: 2015-10-14 08:41:58
» 4. Model selection and evaluation
data inserimento: 2015-10-05 11:46:01
» 5. Classification
data inserimento: 2018-10-09 08:33:07
» 6. Regression and smoothing splines
data inserimento: 2015-10-19 18:34:24
» 7. Local Polynomial Regression and Kernel Smoothing
data inserimento: 2015-10-21 08:42:53
» 8. Additive Models and Trees, Bagging and Boosting
data inserimento: 2015-10-26 21:07:28
» 1. Introduction
data inserimento: 2019-09-15 08:10:53
» 2. Tools for data analysis
data inserimento: 2018-09-17 12:54:40
» 3. Linear regression
data inserimento: 2018-09-18 14:19:08

» Textbook
data inserimento: 2015-09-29 11:03:27
» AAPOR Report on Big Data
data inserimento: 2015-09-16 12:29:18
» Top 10 data mining algorithms
data inserimento: 2018-09-18 14:20:24

### 3. Weekly Revision and exercises

» Revision week 1
data inserimento: 2019-09-23 11:05:25
» Revision week 2
data inserimento: 2019-09-25 13:07:48
» Revision week 2 Solutions
data inserimento: 2019-10-02 07:51:32
» Revision week 3
data inserimento: 2019-10-02 08:03:58
» Revision week 4
data inserimento: 2019-10-08 17:53:42
» Revision week 5
data inserimento: 2019-10-16 15:24:12

### 4. Tutorials

» Glmnet tutorial video by Trevor Hastie
data inserimento: 2015-10-15 13:35:26
data inserimento: 2015-09-16 12:31:22
» Tutorial 1 - Linear regression
data inserimento: 2015-09-29 11:04:16
» Tutorial 2 Model evaluation and selection
data inserimento: 2015-10-09 08:45:40
» Tutorial 3: Logistic Regression
data inserimento: 2017-10-11 09:01:56
» Tutorial 4 - Regression and smoothing splines
data inserimento: 2015-10-22 13:13:42
» Tutorial 5: local polynomial regression and kernel smoothing
data inserimento: 2015-10-29 08:53:12
» Tutorial 6: additive models and trees
data inserimento: 2015-10-29 08:54:29

### Assignments

» Assignment 1
data inserimento: 2019-09-25 12:48:22
» Assignment 2
data inserimento: 2019-10-01 08:17:18
» Assignment 3
data inserimento: 2019-10-09 12:59:27
» Assignment 4
data inserimento: 2019-10-18 14:51:29
» Assignment 5
data inserimento: 2019-11-04 16:46:55