Master Data Science (645 [1])

CORE Modules (30 ECTS)

Module IML Introduction to Machine Learning (6 ECTS)

• 053613 VU [ en ] Introduction to Machine Learning

Module SDS Statistics for Data Science (6 ECTS)

• 053614 VU [ en ] Statistics for Data Science

Module MDS Mathematics of Data Science (4 ECTS)

• 053611 VU [ en ] Mathematics of Data Science

Module OMD Optimisation Methods for Data Science (4 ECTS)

• 053612 VU [ en ] Optimisation Methods for Data Science

Module MMD Mining Massive Data (6 ECTS)

Module VED Visual and Exploratory Data Analysis (4 ECTS)

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

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

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

Module DAP Data Analysis Project and Seminar (16 ECTS)

Specialisation in Areas of Data Science (34 ECTS)

Module SAD Specialisation in Areas of Data Science (34 ECTS)

Foundations

• 040721 UK [ en ] Selected Topics in Statistics
• 040723 UK Financial and Insurance Mathematics
• 040771 UK Case Studies in Statistics
• 040772 UK [ en ] Complex Statistical Methods
• 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
• 052113 VU [ en ] Software Tools and Libraries for Scientific Computing
• 052311 VU [ en ] Data Mining
• 052600 VU [ en ] Signal and Image Processing
• 052617 VU [ en ] Image Processing and Image Analysis
• 052800 VU [ en ] Parallel Computing
• 136041 SE [ en ] Topics in Deep Learning and Natural Language Processing
• 250063 VO [ en ] Nonlinear optimization
• 250068 VO [ en ] Stochastic processes

Applications

• 040775 UK Biometrics 2
• 052315 VU [ en ] Natural Language Processing
• 053530 VU [ de en ] Statistical methods in bioinformatics
• 070263 UE [ en ] Reading course - Theory and Concepts in the Digital Humanities
• 180118 VO [ en ] Cognitive Science - Introduction and Basic Concepts
• 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 - The predictive coding approach to mind/cognition
• 180161 SE [ en ] MEi:CogSci Journal Club - Causal inference in cognitive neuroscience (neuroimaging and stimulation)
• 270008 PR Laboratory Course: Analysis of Large Datasets of "omics"-type Experiments
• 270070 VO+UE [ en ] Machine learning for molecules and materials - with an introduction to python
• 270089 UE [ de en ] Research Examples from Theoretical Chemistry

Master's Seminar (2 ECTS)

Module MAS Masterseminar (2 ECTS)