INFOMDA2
Materials for Applied Data Science profile course INFOMDA2 Battling the curse of dimensionality.
Battling the Curse of Dimensionality
This webpage contains all materials required for the Applied Data Science profile course INFOMDA2 ‘Battling the Curse of Dimensionality’.
The materials on this website are CC-BY-4.0 licensed.
Syllabus
You can find the course syllabus as a web page here or as a pdf here.
Lectures
| Number | Title | Slides |
|---|---|---|
| 01 | High-dimensional data | Slides |
| 02 | Dimension reduction I | Slides |
| 03 | Dimension reduction II | Slides |
| 04 | Deep learning | Slides |
| 05 | Clustering | Slides |
| 06 | Model-based Clustering | Slides, code |
| 07 | Time series | Slides |
| 08 | Text mining | Slides |
| 09 | Natural language processing | Slides |
Practicals
| Number | Title | Practical | Answers |
|---|---|---|---|
| 01 | High-dimensional data | Practical | Answers |
| 02 | Dimension reduction I | Practical | Answers |
| 03 | Dimension reduction II | Practical | Answers |
| 04 | Deep learning | Practical | Answers |
| 05 | Clustering | Practical | Answers |
| 06 | Model-based Clustering | Practical | Answers |
| 07 | Time series | Practical | Answers |
| 08 | Text mining | Practical | Answers |
| 09 | Natural language processing | Practical | Answers |
Assignments
| Number | Title | Deadline | Link |
|---|---|---|---|
| 01 | Partial least squares | 02-12-2022 @ 11:00 | Assignment |
| 02 | Comparing cluster methods | 20-01-2023 @ 11:00 | Assignment |
Exam
The exam will take place on Friday, February 3rd, from 14:00 to 16.00. Those with extra time have 30 additional minutes. The location is BBG 201.
The exam is open book. You may use all materials you have, including lecture slides, notes, code and books. However, no communication with others is allowed, whatsoever. You are expected to take the exam individually.
Some example questions can be found here.