Master Data Science (645 [1])

CORE Module (30 ECTS)

IML Introduction to Machine Learning (6 ECTS)

• 053613 VU [ en ] Introduction to Machine Learning

SDS Statistics for Data Science (6 ECTS)

• 053614 VU [ en ] Statistics for Data Science

MDS Mathematics of Data Science (4 ECTS)

• 053611 VU [ en ] Mathematics of Data Science

OMD Optimisation Methods for Data Science (4 ECTS)

• 053612 VU [ en ] Optimisation Methods for Data Science

MMD Mining Massive Data (6 ECTS)

VED Visual and Exploratory Data Analysis (4 ECTS)

Doing Data Science, Ethical and Legal Issues (28 ECTS)

DEL Doing Data Science, Ethical and Legal Issues (12 ECTS)

• 040172 VU [ en ] Doing Data Science (MA)

DAP Data Analysis Project and Seminar (16 ECTS)

Data Analysis Project

Research Seminar

• 040182 SE [ en ] Research Seminar (MA)
• 053630 SE [ en ] Research Seminar
• 136033 SE [ en ] Research Seminar Digital Humanities

Specialisation in Areas of Data Science (34 ECTS)

SAD Specialisation in Areas of Data Science (34 ECTS)

Foundations

• 040556 KU Stochastische Prozesse 1: Markov Ketten (KU) (MA)
• 040723 UK Finanz- und Versicherungsmathematik (MA)
• 040770 KU [ de en ] Wahrscheinlichkeitstheorie 1 (KU) (MA)
• 040771 KU Statistische Fallstudien (KU) (MA)
• 040772 KU [ en ] Komplexe statistische Methoden (KU) (MA)
• 052100 VU [ en ] Algorithms and Data Structures 2
• 052101 VU [ en ] Numerical Algorithms
• 052111 VU [ en ] Advanced Algorithms
• 052112 VU [ en ] Numerical High Performance Algorithms
• 052311 VU [ en ] Data Mining
• 052316 VU [ en ] Deep Learning for Natural Language Processing
• 052322 VU [ en ] Graph Learning: Deep Learning for Graphs
• 052324 VU [ en ] Graph Learning: Kernel Methods for Graphs
• 052400 VU [ en ] Information Management & Systems Engineering
• 052600 VU [ en ] Signal and Image Processing
• 052617 VU [ en ] Image Processing and Image Analysis
• 052800 VU [ en ] Parallel Computing
• 136041 SE [ en ] Explainability for LLMs
• 250010 VO [ en ] Nonlinear Optimization
• 250042 VO [ en ] Stochastic Processes
• 250063 PS [ en ] Stochastic Processes
• 250121 VO [ en ] Quantum Information, Quantum Computing, and Quantum Algorithms
• 250122 PS [ en ] Quantum Information, Quantum Computing, and Quantum Algorithms
• 260115 VU [ en ] Complex Systems I: Foundations, Concepts and Phenomena
• 262001 VO [ en ] Numerical Mathematics 1
• 262002 UE [ en ] Numerical Mathematics 1 - Exercises
• 280354 VU [ en ] Modelling and Data Analysis

Applications

• 040045 KU [ en ] Econometrics in Finance (MA)
• 040215 KU [ en ] Supply Chain Management (MA)
• 040448 PR [ en ] Performance-Analysis (MA)
• 040775 UK Biometrie 2 (MA)
• 052315 VU [ en ] Natural Language Processing
• 052412 VU [ en ] Business Intelligence II
• 052511 VU [ en ] Cloud Computing
• 262003 VO [ en ] Introduction to Computational Meteorology
• 262005 VO [ en ] Introduction to Computational Biology and Drug Discovery
• 262006 UE [ en ] Introduction to Computational Biology and Drug Discovery - Exercises
• 270155 VO [ en ] Moderne Quantenchemie
• 270237 PR [ de en ] Forschungsbeispiel in Theoretischer Chemie
• 311169 SE [ en ] Applied Machine Learning for biological problems
• 311530 SE [ en ] Funktionelle Annotation mikrobieller Proteinsequenzen
• 340320 VO [ en ] Maschinelle Translation
• 070237 UE [ en ] Reading Course Digital Humanities - Theory and Concepts in the Digital Humanities
• 200144 SE [ en ] Anwendungsseminar: Geist und Gehirn - Introduction to data analysis and visualization in R

Masterseminar (2 ECTS)

MAS Masterseminar (2 ECTS)

• 053640 SE [ en ] Master's Seminar