| Week | Date | Friday | |||||||||||||||||||||||||||||||||||||||||||||||||||
| 1 | Oct 6 |
Introduction + Admin [CP]
pdf Models and More [MH] pdf | |||||||||||||||||||||||||||||||||||||||||||||||||||
| 2 | Oct 13 |
Models and More [MH]
pdf
Simple Regression [MH] pdf Chapter 3 (James et al.) or Chapter 3 (Hastie et al.) | |||||||||||||||||||||||||||||||||||||||||||||||||||
| Oct 13 | Due: Mathe Sheet (during class) pdf | ||||||||||||||||||||||||||||||||||||||||||||||||||||
| 3 | Oct 20 | Multiple Regression [MH]
pdf
Chapter 3 (James et al.) or Chapter 3 (Hastie et al.) | |||||||||||||||||||||||||||||||||||||||||||||||||||
| 4 | Oct 27 | Non-Linear Regression [MH]
pdf
Regression with Indicator Variables [MH] pdf Regression Trees [MH] pdf Regularized Regression [MH] pdf | |||||||||||||||||||||||||||||||||||||||||||||||||||
| Oct 27 | Due: Pen & Paper [MH] (during class) | ||||||||||||||||||||||||||||||||||||||||||||||||||||
| 5 | Nov 03 | Some ML basics [TM]
pdf
Chapter 1 (Bishop) | |||||||||||||||||||||||||||||||||||||||||||||||||||
| Nov 3 | Due: Lab [MH] (13:15) | ||||||||||||||||||||||||||||||||||||||||||||||||||||
| Nov 3 | Test [MH] (during class) | ||||||||||||||||||||||||||||||||||||||||||||||||||||
| 6 | Nov 10 | Linear Models for Classification [TM]
pdf
Chapter 4 (Bishop) or Chapter 4 (Hastie et al.) Neural Networks [TM] pdf Chapter 5 (Bishop) or Chapter 11 (Hastie et al.) | |||||||||||||||||||||||||||||||||||||||||||||||||||
| 7 | Nov 17 | Kernel Methods [TM]
pdf
Chapter 6 (Bishop) Sparse Kernel Machines [TM] pdf Chapter 7 (Bishop) or Chapter 12 (Hastie et al.) 8
| Nov 24
| Graphical Models [TM]
pdf
| Chapter 8 [8.1, 8.2] (Bishop) or Chapter 17 (Hastie et al.) Combining Models [TM] pdf Chapter 14 (Bishop) Discussion Pen & Paper [TM]
| Nov 24
| Due: Pen & Paper [TM] (during class)
| 9
| Dec 1
|
Association Rule Mining and Dimensionality Reduction [CP]
pdf
|
| Dec 1
| Test [TM] (during class)
|
| Dec 1
| Due: Lab [TM] (13:15)
|
| Dec 08
| Immaculate Conception
| 10
| Dec 15
| Clustering 1 [CP]
pdf
|
| Dec 22
| Holiday
|
| Dec 29
| Holiday
|
| Jan 5
| Holiday
| 11
| Jan 12
| Clustering 2 [CP]
pdf
| 12
| Jan 19
| Outlier Detection and Test Preparation [CP]
pdf
| Discussion Pen & Paper [CP]
| Jan 19
| Due: Pen & Paper [CP] (during class)
| 13
| Jan 26
| Test [CP] (during class)
|
| Jan 26
| Due: Lab [CP] (13:15)
| | ||||||