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 ] ( VOR-ORT ) Doing Data Science (MA)

DAP Data Analysis Project and Seminar (16 ECTS)

Data Analysis Project

• 053631 LP [ en ] Data Analysis Project

Research Seminar

• 040182 SE [ en ] ( VOR-ORT ) Research Seminar (MA)
• 053630 SE [ en ] Research Seminar
• 136033 SE [ en ] Research Seminar Digital Humanities - Linked Data and Big Data in Digital Cultural Heritage

Specialisation in Areas of Data Science (34 ECTS)

SAD Specialisation in Areas of Data Science (34 ECTS)

Foundations

• 040556 VO ( VOR-ORT ) Markov Prozesse (MA)
• 040559 UE Markov Prozesse (MA)
• 040721 UK [ en ] Ausgewählte Kapitel der Statistik (MA)
• 040723 UK ( GEMISCHT ) Finanz- und Versicherungsmathematik (MA)
• 040770 UK [ de en ] ( VOR-ORT ) Wahrscheinlichkeitstheorie 1 (MA)
• 040771 UK ( VOR-ORT ) Statistische Fallstudien (MA)
• 040772 UK [ en ] Komplexe statistische Methoden (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
• 052400 VU [ en ] ( GEMISCHT ) Information Management & Systems Engineering
• 052600 VU [ en ] Signal and Image Processing
• 052617 VU [ en ] Image Processing and Image Analysis
• 052800 VU [ en ] Parallel Computing
• 059100 VO [ de en ] Machines That Understand? Large Language Models and Artificial Intelligence
• 136041 SE [ de en ] Capabilities and Limitations of language-based AI models
• 250063 VO [ en ] ( VOR-ORT ) Nonlinear optimization
• 250068 VO [ en ] ( VOR-ORT ) Stochastic processes
• 250078 VO [ en ] ( VOR-ORT ) Quantum Information, Quantum Computing, and Quantum Algorithms
• 250105 VO [ en ] ( VOR-ORT ) Information Theory
• 250107 PS [ en ] ( VOR-ORT ) Stochastic Processes
• 250116 VO [ en ] ( VOR-ORT ) Introduction to complex network analysis
• 250117 PS [ en ] ( VOR-ORT ) Introduction to complex network analysis
• 262001 VO [ en ] Numerical Mathematics 1
• 262002 UE [ en ] Numerical Mathematics 1 - Exercises
• 250042 PS [ en ] ( VOR-ORT ) Quantum Information, Quantum Computing, and Quantum Algorithms
• 250115 VO [ en ] ( VOR-ORT ) Exploring Random Genealogies
• 250166 VO [ en ] ( VOR-ORT ) Mathematics of Vision and Reinforcement Learning
• 260115 VU [ en ] Complex Systems I: Foundations, Concepts and Phenomena
• 280354 VU [ en ] Modelling and Data Analysis

Applications

• 040045 KU [ en ] ( VOR-ORT ) Econometrics in Finance (MA)
• 040215 KU [ en ] ( VOR-ORT ) Supply Chain Management (MA)
• 040448 PR [ en ] ( GEMISCHT ) Performance-Analysis (MA)
• 040626 KU Game Theory (MA)
• 040775 UK Biometrie 2 (MA)
• 052315 VU [ en ] Natural Language Processing
• 052511 VU [ en ] Cloud Computing
• 053530 VU [ de en ] Statistische Methoden der Bioinformatik
• 070263 UE [ en ] Reading Course Digital Humanities - Theory and Concepts in the Digital Humanities
• 180083 VO-L [ en ] Cognitive Science - Introduction and Basic Concepts
• 180147 SE [ en ] ( VOR-ORT ) Introduction to Cognitive Science I
• 180150 VO [ en ] ( VOR-ORT ) MEi:CogSci Cognitive Science Lecture Series
• 180160 SE [ en ] ( VOR-ORT ) New Trends in Cognitive Science - The predictive coding approach to mind/cognition
• 180161 SE [ en ] ( VOR-ORT ) MEi:CogSci Journal Club - Causal inference in cognitive neuroscience (neuroimaging and stimulation)
• 200144 SE [ en ] Anwendungsseminar: Geist und Gehirn - fMRi preprocessing
• 262003 VO [ en ] Introduction to Computational Meteorology
• 262005 VO [ en ] Introduction to Computational Biology and Drug Discovery
• 262006 UE [ en ] ( VOR-ORT ) Introduction to Computational Biology and Drug Discovery - Exercises
• 270237 PR [ de en ] Forschungsbeispiel in Theoretischer Chemie
• 290051 VO Klimawandel: bio-physikalische und gesellschaftliche Grundlagen
• 301169 SE [ en ] ( VOR-ORT ) Applied Machine Learning for biological problems
• 340320 VO [ en ] Maschinelle Translation

Masterseminar (2 ECTS)

MAS Masterseminar (2 ECTS)

• 053640 SE [ en ] Master's Seminar