Projects in Data Science (Spring 2025)
Official course description, subject to change:
Course info
Programme
Staff
Course semester
Exam
Abstract
This course aims to familiarize students with the pipeline for a Data Science project: from a domain-specific context and associated data we need to identify and formulate a domain-specific research question and translate it into a technical problem, which can then be addressed with techniques within Data Science. After performing the relevant data analysis, the results should be communicated in the context of the domain.
Description
The course consists of a Data Science project from start to finish, including the initial problem presentation, technical translation of the problem, some methodology decisions, implementation, evaluation, and translation of the results back into non-technical language. Through this course students will gain experience with online collaboration using platforms such as GitHub and Overleaf.
Formal prerequisites
This course combines knowledge from the first-semester courses Introduction to Data Science and Programming, Linear Algebra and Optimisation, and Foundations of Probability with knowledge that will be acquired during the second semester from the two concurrent courses.
The course is only open for students enrolled in BSc in Data Science.
Intended learning outcomes
After the course, the student should be able to:
- Identify and delimit a problem in Data Science within a given domain-specific context
- Discuss the relevant options for an appropriate scientific methodology to address the problem; this covers considerations on the data-analytical approach and on the implementational approach
- Carry out the full analysis according to the selected methodology
- Communicate their work to both experts and non-experts; this should cover the entire pipeline from problem formulation to analysis methods and their results
Ordinary exam
Exam type:D: Submission of written work with following oral, Internal (7-point scale)
Exam variation:
D2G: Submission for groups with following oral exam supplemented by the submission. Shared responsibility for the report.