| 1 | Oct 3 / 4 | Introduction (CP) pdf |
Basics (TM)
pdf Chapter 1 (Bishop) |
| 2 | Oct 10 / 11 |
Basics (TM) (cont.)
pdf Chapter 1 (Bishop) |
Linear Models for Regression (TTW)
pdf Chapter 3 (Bishop) |
| Oct 11 | A0 Due: Mathematical Prerequisites | ||
| 3 | Oct 17 / 18 |
Advanced Regression (TTW)
pdf Chapter 3 (Bishop) |
Linear models for classification (TTW)
pdf Chapter 4 (Bishop) or Chapter 4 (Hastie et al.) |
| 4 | Oct 24 / 25 |
Python tutorial
moodle |
Linear models for classification (TM) (cont.)
pdf Chapter 4 (Bishop) or Chapter 4 (Hastie et al.) |
| 5 | Oct 31 / Nov 1 |
Linear models for classification (TM) (cont.)
pdf Chapter 4 (Bishop) or Chapter 4 (Hastie et al.) | All Saint's Day |
| Oct 31 | A1 Due: Lab Regression | ||
| 6 | Nov 7 / 8 |
Neural networks (TTW)
orig pdf
new pdf Chapter 5 (Bishop) or Chapter 11 (Hastie et al.) |
Kernel methods (TTW)
pdf Chapter 6 (Bishop) |
| 7 | Nov 14/ 15 |
Sparse kernel machines (TM)
pdf Chapter 7 (Bishop) or Chapter 12 (Hastie et al.) |
Sparse kernel machines (TTW) (cont.)
pdf Chapter 7 (Bishop) or Chapter 12 (Hastie et al.) |
| 8 | Nov 21 / 22 |
Graphical models (TTW)
pdf Chapter 8 [8.1, 8.2] (Bishop) or Chapter 17 (Hastie et al.) | Preparation midterm exam |
| Nov 22 | A2 Due: Pen & Paper 1 | ||
| 9 | Nov 28/ 29 | Ethics of machine learning (TTW) | Midterm exam |
| 10 | Dec 5 / 6 |
Association Analysis -- Part 1 (CP)
pdf |
Association Analysis -- Part 2 (CP)
pdf |
| Dec 5 | A3 Due: Lab Classification | ||
| 11 | Dec 12 / 13 |
Dimensionality Reduction (KS)
pdf |
Clustering (CP)
pdf |
| Dec 19 / 20 | Merry Christmas! | Merry Christmas! | |
| Dec 26 / 27 | Merry Christmas! | Merry Christmas! | |
| Jan 2 / 3 | Happy New Year! | Happy New Year! | |
| 12 | Jan 9 / 10 |
Clustering (CP)
pdf |
Clustering (CP)
pdf
Discussion Lab (CH) |
| Jan 9 | A4 Due: Lab Clustering | ||
| 13 | Jan 16 / 17 |
Clustering (CP)
pdf |
Clustering (CP)
pdf |
| 14 | Jan 23 / 24 |
Outlier Detection (CP)
pdf
Discussion Pen & Paper (BS) |
Outlier Detection (CP)
pdf
Preparation final exam |
| Jan 23 | A5 Due: Pen & Paper 2 | ||
| 15 | Jan 30 / 31 | Outlook | Final exam |