← Curricula

DS&AI — 2027-2028

Scheme

Year 1

Q1
Q2
Q3
Q4
2AMI10 Orientation [1] D2
2AMM20 Research Topics in Data Mining B1,B2
2IMS25 Principles of Data Protection C2
2IMV00 Seminar Visualization B2
Elective
Elective
2AMU10, TBD-ADVSTAT Orientation [1] A2
TBD-VISFM Visualization Foundations and Methods
2IMA35 Massively Parallel Algorithms A1
2IMP40 Empirical Methods in Software Engineering E1
2AMD15 Big Data Management D2
2AMM15 Deep Learning 1 B
TBD-TDADS Orientation [1]
Elective
2AMS50 Orientation [1]
2AMM10 Deep Learning 2 C1
2AMU20 Generative AI Models C2
2IMA00 Seminar Algorithms D
Elective

[1] Orientation — choose 4 of 5: 2AMI10 Foundations of Process Mining, 2AMU10 Foundations of Artificial Intelligence, TBD-ADVSTAT Advanced Statistics, TBD-TDADS Topological Data Analysis for DS, 2AMS50 Optimization for Data Science.

Year 2

Q1
Q2
Q3
Q4
2AMC05 Preparation Graduation Project
2AMI30 Process Intelligence in Action
2IMI00 Seminar Process Analytics E1
2IMD10 Engineering Data-Intensive Systems B2
TBD-QLDA Querying languages for data analytics
2AMS30 Network Statistics for Data Science A
2AMU30 Uncertainty Representations and Reasoning
+ Artificial Intelligence (AI)
E2
2AMM40 Machine Learning for Science B2
TBD-ADVML Advanced topics in ML
TBD-DLPRAC Deep Learning in Practice
2AMC15 Reinforcement Learning in Practice
TBD-CAUSAI Causal Artificial Intelligence
TBD-NETVIS Visual Data Science electives [1]
2AMI20 Advanced Process Mining D1
2IMD00 Seminar Datamanagement D2
2IMV10 Visual Computing Project C
2AMS40 Optimal Decision Making & Reinforcement Learning
0LM190 Philosophy and ethics of AI
2AMC05 Preparation Graduation Project
2AMC00 Master Project
2IMV30 Interactive Visualization D1
2DD23 Time Series & Forecasting
+ Artificial Intelligence (AI)
A
2DI66 Advanced Simulation A
2MMS80 Statistical Learning Theory
+ Machine Learning (ML)
C
2AMV10, 2IMA20 Visual Data Science electives [1]
2AMD20 Knowledge Engineering B1

[1] Visual Data Science electives — choose 1 of 3: TBD-NETVIS Network Visualization, 2AMV10 Visual Analytics, 2IMA20 Algorithms for Geovisualization.

Process Science Data Management for AI, AI for Data Management Visual Data Science Modelling, Analytics & Data-Driven Decision Making (MAD3) Machine Learning (ML) Artificial Intelligence (AI)
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