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 | Clustering | Slides |
| 05 | Model-based Clustering | Slides, code |
| 06 | Deep learning | Slides |
| 07 | Text mining | Slides |
| 08 | Natural language processing | Slides |
Practicals
| Number | Title | Practical | Answers |
|---|---|---|---|
| 01 | High-dimensional data | Practical | |
| 02 | Dimension reduction I | Practical | |
| 03 | Dimension reduction II | Practical | |
| 04 | Clustering | Practical | |
| 05 | Model-based Clustering | Practical | |
| 06 | Deep learning | Practical | |
| 07 | Text mining | Practical | |
| 08 | Natural language processing | Practical |
Assignment
The group assignment for this course can be found here. There, you can also find more information on the deadlines. Hand-in is done on blackboard
| Number | Title | Deadline |
|---|---|---|
| 01 | Draft report | 06-12-2024 @ 10:45 |
| 02 | Peer feedback | 13-12-2024 @ 17:00 |
| 03 | Final report | 17-01-2025 @ 10:45 |
Exam
The exam will take place on Wednesday, January 29th, from 13:30 to 16:30. Those with extra time have 30 additional minutes. The location is Ruppert - 038. You will bring your own device (laptop) to the exam.
Some example questions can be found here.
Resit
The resit will take place on TBD date, from 13:30 to 16:30. Those with extra time have 30 additional minutes. The location is TBD.