Praktikum Workflows für maschinelles Lernen und reproduzierbare Wissenschaft
Titel auf Englisch: Workflows for Machine Learning and Reproducible Science Laboratory
Lernergebnisse
After successfully completing the module, students will have acquired practical skills in developing and implementing machine learning workflows. They will be able to apply state-of-the-art-tools to utilize machine learning for reproducible science through reproducible, replicable, scalable, and portable workflows, related visualization and writing tools, and techniques relevant to implementing GDPR provisions for sensitive data.
Inhalte
- Getting acquainted with the state of the art
- Project planning
- Selecting the models and mechanisms to be used
- Implementation of a prototype
- Testing and evaluating the prototype
- Documentation
Voraussetzungen
Verpflichtende Voraussetzungen
Keine
Empfohlene Voraussetzungen
- Knowledge of the content of the module 14038 Computing at Scale in Machine Learning: Distributed Computing and Algorithmic Approaches
- good knowledge of Python and Linux command line
- basic knowledge of machine learning methods
Prüfungsmodalitäten
- Executable and tested prototype (50% of total marks)
- Complete documentation, 10-20 pages (20% of total marks)
- Successful intermediate presentation of results, 10 min (10% of total marks)
- Successful final presentation of results, 20 min (20% of total marks)
Angeboten in
- Artificial IntelligenceM.Sc.
Wahlpflichtkomplex: Seminars or Laboratories
- InformatikM.Sc.
Wahlpflichtkomplex: Seminare oder Praktika
| Studiengang | Abschluss | Wahlpflichtkomplex |
|---|---|---|
| Artificial Intelligence | M.Sc. | Seminars or Laboratories |
| Informatik | M.Sc. | Seminare oder Praktika |
Literatur und Materialien
Depending on the projects, the relevant literature or material will be shared in the first session of the semester.
Bewertungen von Studierenden
Was Studierende über dieses Modul sagen. Die BTU hat damit nichts zu tun — hier schreiben nur Studierende, und jede Bewertung ist die Meinung einer einzelnen Person.