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亚琛工业大学/强势学科与专业方向

数据科学与人工智能

M.Sc. Data Science

热门前沿申请竞争高就业实用数学要求高
专业方向简介

交叉学科热门方向，侧重机器学习与大规模数据分析，由于近年非常火爆，申请竞争极大，对编程与统计背景要求严格。

课程目录
该学科方向下已整理的课程资产，共 206 门课程
1228568
Actions and Planning in AI: Learning, Models, and Algorithms
MasterM.Sc. Data Science
1221328
Advanced Algorithmic Differentiation
MasterM.Sc. Data Science
1223638
Advanced Algorithmics
MasterM.Sc. Data Science
1211981
Advanced Automata Theory
BachelorB.Sc. Computer ScienceM.Sc. Data Science
1228566
Advanced C++
MasterM.Sc. Data Science
1320716
Advanced Cosmology
MasterM.Sc. Data Science
1215688
Advanced Internet Technology
BachelorB.Sc. Computer ScienceM.Sc. Data Science
1211912
Advanced Machine Learning
MasterM.Sc. Data Science
1220524
Advanced Microcontroller Programming and Debugging
MasterM.Sc. Data Science
1230527
Advanced Network Security
MasterM.Sc. Data Science
1220136
Advanced Process Mining
MasterM.Sc. Data Science
1230525
Advanced Topics in Machine Learning for Human Language Technology
MasterM.Sc. Data Science
1212688
Advanced Topics of Virtual Reality
MasterM.Sc. Data Science
1216860
Algorithmic Foundations of Datascience
ENGLISH6 ECTSBachelor/MasterWinterM.Sc. Data ScienceB.Sc. Computer Science
1212326
Algorithmic Game Theory
BachelorB.Sc. MathematicsM.Sc. Data Science
1217537
Algorithmic Learning Theory
MasterM.Sc. Data Science
1113583
Algorithmic Model Theory I
BachelorB.Sc. Computer ScienceM.Sc. Data Science
1113605
Algorithmic Model Theory II
MasterM.Sc. Data Science
1113518
Algorithms for Hard Graph Problems
MasterM.Sc. Data Science
1212337
Analysis of Algorithms
MasterM.Sc. Data Science
1122306
Applied Data Analysis
MasterM.Sc. Data Science
8014680
Approximation Algorithms
MasterM.Sc. Data Science
1113584
Approximation Theory
MasterM.Sc. Data Science
1215694
Artificial Intelligence
BachelorB.Sc. Computer ScienceM.Sc. Data Science
1234052
Artificial Intelligence in Music
MasterM.Sc. Data Science
9026650
Artificial Organs I for Scientists and Engineers
MasterM.Sc. Data Science
1310600
Astroparticle Physics
MasterM.Sc. Data Science
1230105
Automatic Speech Recognition Search
MasterM.Sc. Data Science
1216958
Business Process Intelligence
BachelorB.Sc. Computer ScienceM.Sc. Data Science
1215691
CSCW and Groupware: Concepts and Systems for Computer Supported Cooperative Work
MasterM.Sc. Data Science
1113533
Categorical Data Analysis
BachelorB.Sc. MathematicsM.Sc. Data Science
1113593
Coding Theory
MasterM.Sc. Data Science
8015380
Column Generation und Branch-and-Price
MasterM.Sc. Data Science
1228925
Combinatorial Optimisation in Scientific Practise
MasterM.Sc. Data Science
1117180
Combinatorial Optimization
MasterM.Sc. Data Science
1215721
Combinatorial Problems in Scientific Computing
MasterM.Sc. Data Science
1212349
Communication Systems Engineering
BachelorB.Sc. Computer ScienceM.Sc. Data Science
1113514
Compressive Sensing
MasterM.Sc. Data Science
8027676
Computational Analytics Seminar
MasterM.Sc. Data Science
1311131
Computational Many-Body Theory
MasterM.Sc. Data Science
8015381
Computational Mixed Integer Programming
MasterM.Sc. Data Science
1310610
Computational Physics
MasterM.Sc. Data Science
1212310
Computer Graphics
BachelorB.Sc. Computer ScienceM.Sc. Data Science
1215724
Computer Vision
BachelorB.Sc. Computer ScienceM.Sc. Data Science
1211921
Computer Vision 2
MasterM.Sc. Data Science
1216838
Concepts and Models for Parallel and Data-centric Programming
BachelorB.Sc. Computer ScienceM.Sc. Data Science
1311069
Condensed Matter Physics I
MasterM.Sc. Data Science
1310603
Condensed Matter Physics II
MasterM.Sc. Data Science
1113596
Cryptography
MasterM.Sc. Data Science
7023944
Current Topics in Applied Computational Social Sciences
MasterM.Sc. Data Science
1211908
Current Topics in Media Computing and HCI
MasterM.Sc. Data Science
1212372
Data Analysis and Visualization
GERMAN4 ECTSBachelorWinter/SummerM.Sc. Data Science
1215842
Data Driven Medicine - project-oriented, multidisciplinary introduction
MasterM.Sc. Data Science
1226146
Data Stream Management and Analysis
MasterM.Sc. Data Science
1113511
Decision Theory and Bayesian Inference
MasterM.Sc. Data Science
1234536
Deep Learning for Structured Data
MasterM.Sc. Data Science
1311076
Deep Learning in Physics Research
MasterM.Sc. Data Science
1215698
Designing Interactive Systems I
BachelorB.Sc. Computer ScienceM.Sc. Data Science
1215699
Designing Interactive Systems II
MasterM.Sc. Data Science
1220230
Digitalisation
MasterM.Sc. Data Science
1223640
Dynamical Processes on Networks
BachelorB.Sc. Computer ScienceM.Sc. Data Science
1215690
Embedded Systems
BachelorB.Sc. Computer ScienceM.Sc. Data Science
7017528
Ethics, technology, and data
BachelorB.Sc. Computer ScienceM.Sc. Data Science
1117172
Exploratory Data Analysis
MasterM.Sc. Data Science
1226911
Fixpoints and Induction in Logic and Computer Science
MasterM.Sc. Data Science
1215684
Foundations of Functional Programming
BachelorB.Sc. Computer ScienceM.Sc. Data Science
1212343
Foundations of Logic Programming
BachelorB.Sc. Computer ScienceM.Sc. Data Science
1212648
Foundations of the UML
MasterM.Sc. Data Science
1113446
Fourier Analysis I
MasterM.Sc. Data Science
1117200
Fourier Analysis I
MasterM.Sc. Data Science
1212353
Functional Safety and System Dependability
MasterM.Sc. Data Science
1227457
Fundamentals of Business Process Management
MasterM.Sc. Data Science
1115860
Generalized Linear Models
MasterM.Sc. Data Science
1215696
Geometry Processing
MasterM.Sc. Data Science
1212710
Graph Decompositions and Algorithmic Applications
MasterM.Sc. Data Science
1113592
Graph Theory II
MasterM.Sc. Data Science
1117203
Harmonic Analysis I
MasterM.Sc. Data Science
1113606
Harmonic Analysis II
MasterM.Sc. Data Science
1215720
High-Performance Computing
MasterM.Sc. Energy EngineeringB.Sc. Computer Science
1117182
High-dimensional Probability for Mathematicians and Data Scientists
MasterM.Sc. Data Science
1211911
High-performance Matrix Computations
MasterM.Sc. Data Science
1211901
IT-Security 1 - Cryptographic Basics and Network Security
MasterM.Sc. Data Science
1211900
IT-Security 2 - Computer Security
MasterM.Sc. Data Science
1215692
Implementation of Databases
BachelorB.Sc. Computer ScienceM.Sc. Data Science
1231539
Industrial Data Security
MasterM.Sc. Data Science
1227956
Industrial Network Security
MasterM.Sc. Data Science
1212336
Infinite Computations and Games
MasterM.Sc. Data Science
6011226
Information Theory 1
BachelorB.Sc. Electrical Engineering and Information TechnologyM.Sc. Data Science
6011243
Information Theory 2
BachelorB.Sc. Electrical Engineering and Information TechnologyM.Sc. Data Science
1234252
Information Visualization
MasterM.Sc. Data Science
1117205
Integer Linear Programming
MasterM.Sc. Data Science
1221327
Introduction to Algorithmic Differentiation
BachelorB.Sc. MathematicsB.Sc. Computer Science
1211903
Introduction to Bioinformatics
MasterM.Sc. Biomedical EngineeringM.Sc. Data Science
1613157
Introduction to Computational Neuroscience
MasterM.Sc. Data Science
1216861
Introduction to Data Science
ENGLISH6 ECTSMasterWinterM.Sc. Data Science
1229154
Introduction to Numerical Methods and Software with C++
MasterM.Sc. Data Science
1231481
Introduction to Program Synthesis
MasterM.Sc. Data Science
1230246
Introduction to Quantum Computing
BachelorB.Sc. Computer ScienceM.Sc. Data Science
1212361
Knowledge Representation
BachelorB.Sc. Computer ScienceM.Sc. Data Science
1113599
Logic and Games
MasterM.Sc. Data Science
1113444
Logics for Reasoning about Uncertainty
MasterM.Sc. Data Science
8015324
Logistics Systems Planning I
MasterM.Sc. Data Science
1215744
Machine Learning
ENGLISH6 ECTSMasterWinter/SummerM.Sc. Data Science
1227996
Machine Learning with Graphs: Foundations and Applications
BachelorB.Sc. Computer ScienceM.Sc. Data Science
1212703
Master Thesis
MasterM.Sc. Data Science
1128864
Mathematical Foundations of Deep Learning
MasterM.Sc. Data Science
1114996
Mathematical Foundations of Machine Learning
MasterM.Sc. Data Science
1127957
Mathematical Foundations of Reinforcement Learning
MasterM.Sc. Data Science
1117208
Mathematical Heuristics in Discrete Optimization
MasterM.Sc. Data Science
1117181
Mathematical Methods of Signal and Image Processing
MasterM.Sc. Data Science
1231097
Mathematical heuristics for discrete optimization problems
BachelorB.Sc. MathematicsM.Sc. Data Science
1117157
Mathematics of Data Science
ENGLISH9 ECTSMasterWinterM.Sc. Data Science
9010751
Medical Information Systems
MasterM.Sc. Data Science
1212346
Mobile Internet Technology
BachelorB.Sc. Computer ScienceM.Sc. Data Science
1212328
Model Checking
BachelorB.Sc. Computer ScienceM.Sc. Data Science
4031138
Model Driven Data Analytics - Uncertainty Quantification, Regression and Experimental Design
MasterM.Sc. Data Science
1215686
Model-Based Software Engineering
BachelorB.Sc. Computer ScienceM.Sc. Data Science
1222882
Model-based Systems Engineering
MasterM.Sc. Data Science
1212711
Modeling and Verification of Probabilistic Systems
MasterM.Sc. Data Science
1212339
Modeling and analysis of hybrid systems
BachelorB.Sc. Computer ScienceM.Sc. Data Science
1212331
Module Complexity Theory
BachelorB.Sc. Computer ScienceM.Sc. Data Science
1617523
Molecular Genetics - Genomes
MasterM.Sc. Data Science
1230345
Near-term Quantum Computation
MasterM.Sc. Data Science
1234689
Neural Networks for Sequence Modeling
MasterM.Sc. Data Science
1117179
Nonlinear Optimization
MasterM.Sc. Data Science
1117209
Nonparametrics and Empirical Processes
MasterM.Sc. Data Science
1113669
Numerical Analysis IV
MasterM.Sc. Data Science
1121734
Numerical Multilinear Algebra
MasterM.Sc. Data Science
1117214
Numerical Optimization
MasterM.Sc. Data Science
1121357
Numerical methods for Stochastic Differential Equations with connections to Machine Learning
MasterM.Sc. Data Science
1212645
Online Algorithms
MasterM.Sc. Data Science
8013800
Operations Research 1
MasterM.Sc. Data Science
8015384
Operations Research 2
MasterM.Sc. Data Science
1113655
Optimal Transport
MasterM.Sc. Data Science
1231552
Optimization and Uncertainty
MasterM.Sc. Data Science
8015385
Optimization of Distribution Networks
MasterM.Sc. Data Science
1117219
Optimization under Uncertainty I: Online Optimization
MasterM.Sc. Data Science
1117220
Optimization under Uncertainty II: Stochastic Optimization
MasterM.Sc. Data Science
1117221
Optimization under Uncertainty III: Robust Optimization
MasterM.Sc. Data Science
1212338
Parameterized Algorithms
MasterM.Sc. Data Science
1310597
Particle Physics I
MasterM.Sc. Data Science
1310598
Particle Physics II
MasterM.Sc. Data Science
1117222
Pattern Recognition and Statistical Learning Theory
MasterM.Sc. Data Science
1215722
Performance Analysis and Correctness Checking of Parallel Applications
BachelorB.Sc. Computer ScienceM.Sc. Data Science
1215862
Physically-Based Animation
BachelorB.Sc. Computer ScienceM.Sc. Data Science
1212692
Physics Simulation in Visual Computing
MasterM.Sc. Data Science
1229347
Post-quantum cryptography
MasterM.Sc. Data Science
1617524
Practical Course - Molecular Genetics
MasterM.Sc. Data Science
1617518
Practical Course Quantitative Microbiology
MasterM.Sc. Data Science
8015762
Practical Optimization with Modeling Languages
MasterM.Sc. Data Science
1212677
Privacy Enhancing Technologies for Data Science
ENGLISH4 ECTSMasterWinter/SummerM.Sc. Data Science
1212650
Probabilistic Programming
MasterM.Sc. Data Science
1215732
Processes and Methods of Software Tests
MasterM.Sc. Data Science
8014681
Production Planning in the Automotive Industry
MasterM.Sc. Data Science
8022562
Project Module: Analytics and Optimization Project
MasterM.Sc. Data Science
1617519
Quantitative Ecology and Environmental Toxicology
MasterM.Sc. Data Science
1617517
Quantitative Microbiology
MasterM.Sc. Data Science
1328382
Quantum Algorithms
MasterM.Sc. Data Science
1114998
Quantum Computing
MasterM.Sc. Data Science
1310601
Quantum Field Theory of Particle Physics I
MasterM.Sc. Data Science
1310602
Quantum Field Theory of Particle Physics II
MasterM.Sc. Data Science
1310608
Quantum Information
MasterM.Sc. Data Science
1310606
Quantum Theory of Condensed Matter I
MasterM.Sc. Data Science
1315029
Quantum Theory of Condensed Matter II
MasterM.Sc. Data Science
1117223
Real-Life Network Optimization
MasterM.Sc. Data Science
4026526
Reinforcement Learning and Learning-based Control
MasterM.Sc. Data Science
1234053
Research Focus Class Industrial Applications for LLM-driven Agentic Systems
MasterM.Sc. Data Science
1231482
Research Focus Class on Data Ecosystems
MasterM.Sc. Data Science
1222419
Research Focus Class on Learning Technologies
MasterM.Sc. Data Science
1113435
Robust Optimization
MasterM.Sc. Data Science
1212341
Satisfiability Checking
BachelorB.Sc. Computer ScienceM.Sc. Data Science
1212675
Semantic Web
MasterM.Sc. Data Science
1211974
Seminar Computer Science
BachelorB.Sc. Computer ScienceM.Sc. Data Science
1118275
Seminar: Computer Assisted Mathematical Modeling
MasterM.Sc. Data Science
1122307
Seminar: Data Science under Uncertainty
MasterM.Sc. Data Science
4028624
Seminar: Mathematical Concepts of Machine Learning
BachelorB.Sc. Computer ScienceM.Sc. Data Science
1113488
Seminar: Selected Topics of Image Processing
MasterM.Sc. Data Science
1223639
Shape Analysis and 3D Deep Learning
MasterM.Sc. Data Science
1229157
Social and Technological Change
MasterM.Sc. Data Science
1215759
Software Lab
MasterM.Sc. Data Science
1216957
Software Language Engineering
BachelorB.Sc. Computer ScienceM.Sc. Data Science
1212355
Software Project Management
MasterM.Sc. Data Science
1311134
Statistical Mechanics of Neural Networks
MasterM.Sc. Data Science
1215695
Statistical Methods in Natural Language Processing
BachelorB.Sc. Computer ScienceM.Sc. Data Science
1310609
Statistical Physics
MasterM.Sc. Data Science
1311071
Statistics and Data Analysis
MasterM.Sc. Data Science
1120688
Stochastic Numerics with Applications in Simulation and Data Science
MasterM.Sc. Data Science
4029089
Stochastic Processes and Dynamical Systems
MasterM.Sc. Data Science
8029005
Supply Chain Management
MasterM.Sc. Data Science
1211393
The Logic of Knowledge Bases
BachelorB.Sc. Computer ScienceM.Sc. Data Science
1315977
Theoretical Concepts in High-Energy Astrophysics
MasterM.Sc. Data Science
1310607
Theoretical Solid State Physics
MasterM.Sc. Data Science
1212334
Theory of Constraint Satisfaction Problems
MasterM.Sc. Data Science
1326810
Theory of Deep Learning
MasterM.Sc. Data Science
1231551
Theory of Distributed Systems
MasterM.Sc. Data Science
1231117
Theory of Graph and Network Optimization
MasterM.Sc. Data Science
1231118
Theory of Graph and Network Optimization: Flow Problems
MasterM.Sc. Data Science
1231119
Theory of Graph and Network Optimization: Network-Design and Facility Location
MasterM.Sc. Data Science
1311068
Theory of Relativity and Cosmology
MasterM.Sc. Data Science
1117225
Time Series Analysis
MasterM.Sc. Data Science
1113510
Uncertainty Quantification
MasterM.Sc. Data Science
1113493
Variation Methods in Image Processing
MasterM.Sc. Data Science
1117227
Variational methods in image processing
MasterM.Sc. Data Science
1211909
Virtual Reality
MasterM.Sc. Data Science
1226006
Web3 & Distributed Ledger Technology
MasterM.Sc. Data Science
1215681
iOS Application Development
BachelorB.Sc. Computer ScienceM.Sc. Data Science