Master Data Science (645 [1])

CORE Modules (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

• 053631 LP [ en ] 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 Stochastic Processes 1: Markov Chains (KU) (MA)
• 040723 UK Financial and Insurance Mathematics (MA)
• 040770 KU [ de en ] Probabiltiy Theory 1 (KU) (MA)
• 040771 KU Case Studies in Statistics (KU) (MA)
• 040772 KU [ en ] Complex Statistical Methods (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)
• 040661 SE [ en ] Seminar on Supply Chain Management (MA)
• 040775 UK Biometrics 2 (MA)
• 052315 VU [ en ] Natural Language Processing
• 052412 VU [ en ] Business Intelligence II
• 052511 VU [ en ] Cloud Computing
• 053530 VU [ de en ] Statistical methods in bioinformatics
• 070237 UE [ en ] Reading Course Digital Humanities - Theory and Concepts in the Digital Humanities
• 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 ] Modern Quantum Chemistry
• 270237 PR [ de en ] Research Example from Theoretical Chemistry
• 290704 VO [ en ] Spatial Data Science and GeoCommunication
• 311169 SE [ en ] Applied Machine Learning for biological problems
• 311530 SE [ en ] Functional annotation of microbial protein sequences
• 340320 VO [ en ] Machine translation
• 053702 SE [ en ] Introduction to Cognitive Science I
• 053703 VO [ en ] MEi:CogSci Cognitive Science Lecture Series
• 053707 KO [ en ] MEi:CogSci Behavioural Biology Discussion
• 053723 SE [ en ] New Trends in Cognitive Science - Predictive Processing and Active Inference
• 053724 SE [ en ] MEi:CogSci Journal Club
• 270202 UE [ en ] Modern Quantum Chemistry - Computer Exercises
• 290051 VO Climate Change: Bio-Physical and Social Fundamentals

Master's Seminar (2 ECTS)

MAS Masterseminar (2 ECTS)

• 053640 SE [ en ] Master's Seminar