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 ] ( MIXED ) 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

• 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
• 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
• 059100 VO [ de en ] Machines That Understand? Large Language Models and Artificial Intelligence
• 040556 VO Markov Processes (MA)
• 040559 UE Exercises in Markov Processes (MA)
• 040721 UK [ en ] Selected Topics in Statistics (MA)
• 040723 UK ( MIXED ) Financial and Insurance Mathematics (MA)
• 040770 UK [ de en ] Probabiltiy Theory 1 (MA)
• 040771 UK Case Studies in Statistics (MA)
• 040772 UK [ en ] Complex Statistical Methods (MA)
• 136041 SE [ en ] Open Source Language Models
• 250042 PS [ en ] Quantum Information, Quantum Computing, and Quantum Algorithms
• 250063 VO [ en ] Nonlinear Optimization
• 250068 VO [ en ] Stochastic processes
• 250078 VO [ en ] Quantum Information, Quantum Computing, and Quantum Algorithms
• 250081 VU [ en ] Tensor Methods for Data Science and Scientific Computing
• 250107 PS [ en ] Stochastic Processes
• 250116 VO [ en ] Introduction to complex network analysis
• 250117 PS [ en ] Introduction to complex network analysis
• 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)
• 040626 KU ( REMOTE ) Game Theory (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
• 070049 UE [ en ] Reading Course Digital Humanities - Theory and Concepts in the Digital Humanities
• 180147 SE [ en ] Introduction to Cognitive Science I
• 180150 VO [ en ] MEi:CogSci Cognitive Science Lecture Series
• 180160 SE [ en ] New Trends in Cognitive Science - Predictive Processing and Active Inference
• 180161 SE [ en ] MEi:CogSci Journal Club
• 270237 PR [ de en ] Research Example from Theoretical Chemistry
• 340320 VO [ en ] Machine translation

Master's Seminar (2 ECTS)

MAS Masterseminar (2 ECTS)

• 053640 SE [ en ] Master's Seminar