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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.

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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 Answers
02 Dimension reduction I Practical Answers
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.