AI and Life Sciences · 8 modules · all course · 19.50 ECTS Module ECTS Artificial Intelligence in Life Sciences 1.5 Artificial Intelligence in Life Sciences 1.5 Deep Learning for Medical Imaging 1.5 Biological Sequence Analysis 3 Biological Sequence Analysis 3 Deep Learning for Medical Imaging 3 Genome Analysis & Transcriptomics 3 Structural Bioinformatics 3
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AI and Society · 4 modules · all course · 9 ECTS Module ECTS Artificial Intelligence in Society 1.5 Communicating AI 1.5 AI and Law I 3 Robopsychology 3
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AI for Simulation · 9 modules · all course · 28.50 ECTS Module ECTS Computational Fluid Dynamics 1.5 Computational Physics I 1.5 Scientific Machine Learning 4.5 Computational Fluid Dynamics 3 Computational Physics I 3 Introduction to particle simulation 3 Numerical Methods in Fluid Mechanics 3 Numerical Simulations 3 Numerical methods for differential equations 6
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Area of Specialization · 7 modules · all module group · credits not published Module AI for Simulation Computer and Data Science Subject Miscellaneous Life Sciences Mathematics Mechatronics Special Topics
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Computer and Data Science · 55 modules · all course · credits for 54 of 55 Module ECTS Computability and Complexity 1.5 Computational Logics for AI 1.5 Knowledge Representation and Learning 1.5 Learning from User-generated Data 1.5 Machine Learning and Pattern Classification 1.5 Machine Learning: Supervised Techniques 1.5 Machine Learning: Unsupervised Techniques 1.5 Model Checking 1.5 Planning and Reasoning in Artificial Intelligence 1.5 Programming in Python II 1.5 Programming in Python II 1.5 Reinforcement Learning 1.5 Statistical Machine Learning 1.5 Visualization 1.5 Advanced Interactive Visualization 4.5 Hardware Design 4.5 Machine Learning and Pattern Classification 4.5 Multimedia Search and Retrieval 4.5 Parallel Computing 4.5 Principles of Cooperation 4.5 Principles of Interaction 4.5 Big Data Management and Processing 3 Computability and Complexity 3 Computational Data Analytics 3 Computational Logics for AI 3 Conceptual Data Modeling 3 Debugging 3 Digital Image Processing 3 Engineering of AI-intensive Systems 3 Information Displays 3 Knowledge Based Systems 3 Knowledge Representation and Learning 3 Learning from User-generated Data 3 Machine Learning and Pattern Classification 3 Machine Learning: Basic Techniques 3 Machine Learning: Supervised Techniques 3 Machine Learning: Unsupervised Techniques 3 Mobile Computing 3 Model Checking 3 Planning and Reasoning in Artificial Intelligence 3 Quantum Computing 3 Reinforcement Learning 3 SAT Solving 3 Semantic Data Modeling and Applications 3 Software Development 2 3 Software Development 2 3 Statistical Machine Learning 3 Statistics 2 3 Statistics for AI 3 Statistics for AI 3 Visualization 3 Computational Logistics: Metaheuristics 6 Computational Logistics: Optimization 6 Statistical Principles of Data Science 6 Quantum Computing ?
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Elective Tracks · 4 modules · all module group · 67.50 ECTS Module ECTS Embedded Intelligence and Signal Processing 13.5 AI and Life Sciences 19.5 Symbolic AI and Mathematical Foundations 19.5 AI for Simulation 15
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Embedded Intelligence and Signal Processing · 8 modules · all course · 18 ECTS Module ECTS Optimum and Adaptive Signal Processing Systems 1.5 Pervasive Computing: Design and Development 1.5 Pervasive Computing: Systems and Environments 1.5 Radar System Engineering 1.5 Optimum and Adaptive Signal Processing Systems 3 Pervasive Computing: Design and Development 3 Pervasive Computing: Systems and Environments 3 Radar System Engineering 3
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Fach Miscellaneous · 15 modules · all course · 42 ECTS Module ECTS AI and Law II 1.5 Literature Searching, Publishing and Patents 1.5 Business Administration Basics 3 Computer Forensics and IT Law 3 Economy for Computer Science 3 Ethics and Gender Studies 3 Gender Studies Managing Equality TN 3 Introduction to Change and Innovation Management 3 Introduction to Organization 3 Law for Computer Science 3 Project Management 3 Scientific Writing and Presenting 3 Social and gender IT aspects 3 Supply Chain Fundamentals 3 Techniques of Presentation and Team Work 3
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Life Sciences · 28 modules · all course · 76.50 ECTS Module ECTS Advanced NMR 1 1.5 Artificial Intelligence in Life Sciences 1.5 Artificial Intelligence in Life Sciences 1.5 Bioanalytics I 1.5 Computational Physics I 1.5 Computational Physics II 1.5 Medical Imaging 1.5 Molecular biology of the cell I 1.5 NMR Spectroscopy 1.5 Medical Imaging 4.5 Organic Chemistry 1 for Biological Chemistry 4.5 Organic Chemistry 1 4.5 Scientific Machine Learning 4.5 Advanced Topics of Molecular Biotechnologies 3 Bioanalytics I 3 Biochemistry 3 Biometric Identification 3 Computational Physics I 3 Computational Physics II 3 Genome Analysis & Transcriptomics 3 Instrumental Analytical Chemistry 3 Introduction to Organic Chemistry 3 Molecular biology of the cell I 3 Organic Chemistry for Physics 3 Sequence Analysis and Phylogenetics 3 Sequence Analysis and Phylogenetics 3 Structural Bioinformatics 3 Understanding NMR spectroscopy 3
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Machine Learning and Perception · 17 modules · all course · 39 ECTS Module ECTS AI and Visualization 1.5 AI and Visualization 1.5 Computer Vision 1.5 Deep Learning: Architectures and Generative Techniques 1.5 Deep Learning: Basic Techniques 1.5 Deep Learning: Geometric Techniques 1.5 LSTM & Transformers 1.5 Machine Learning: Advanced Techniques 1.5 Probabilistic Models 1.5 Deep Reinforcement Learning 4.5 Computer Vision 3 Deep Learning: Architectures and Generative Techniques 3 Deep Learning: Basic Techniques 3 Deep Learning: Geometric Techniques 3 LSTM & Transformers 3 Machine Learning: Advanced Techniques 3 Probabilistic Models 3
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Master's Thesis Seminar · 1 module · all course · 1.50 ECTS Module ECTS Master's Thesis Seminar 1.5
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Mathematical Foundations · 23 modules · all course · 64.50 ECTS Module ECTS Classical harmonic analysis 1.5 Discrete Mathematics 1.5 Inverse problems 1.5 Markov Chains 1.5 Mathematics 3 1.5 Special Topics Functional analysis (1,5 ECTS) 1.5 Special Topics Probability Theory and Mathematical Statistics (1.5 ECTS) 1.5 Stochastic Simulation 1.5 Mathematics 3 4.5 Classical harmonic analysis 3 Discrete Mathematics 3 Inverse problems 3 Markov Chains 3 Mathematical models in engineering 3 Mathematical Programming 3 Numerical methods for differential equations 3 Probability Theory and Stochastic Processes 3 Special Topics Functional analysis 3 Special Topics Numerical Analysis 3 Special Topics Probability Theory and Mathematical Statistics 3 Stochastic Simulation 3 Numerical Analysis and Optimization 6 Numerical methods for differential equations 6
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Mathematics · 48 modules · all course · 130.50 ECTS Module ECTS Automated Reasoning 1.5 Classical harmonic analysis 1.5 Computer Algebra for Concrete Mathematics 1.5 Computer Algebra 1.5 Discrete Mathematics 1.5 Functional Analysis 1.5 Inverse problems 1.5 Manyvalued Logic 1.5 Markov Chains 1.5 Mathematical logic 1.5 Mathematics 3 1.5 Optimization 1.5 Special Topics Functional analysis (1,5 ECTS) 1.5 Special Topics Mathematical Methods in Medicine and Data-Based Modelling 1.5 Special Topics Probability Theory and Mathematical Statistics (1.5 ECTS) 1.5 Stochastic Processes 1.5 Stochastic Simulation 1.5 Symbolic Summation and Integration 1.5 Automated Reasoning 4.5 Functional Analysis 4.5 Mathematics 3 4.5 Optimization 4.5 Symbolic Summation and Integration 4.5 Algorithmic Combinatorics 3 Classical harmonic analysis 3 Computer Algebra for Concrete Mathematics 3 Computer Algebra 3 Discrete Mathematics 3 Formal Modelling 3 Knowledge and Data Based Modelling 3 Manyvalued Logic 3 Markov Chains 3 Mathematical logic 3 Mathematical models in engineering 3 Mathematical Programming 3 Numerical methods for differential equations 3 Probability Theory and Stochastic Processes 3 Programming project symbolic computation 3 Special Topics Functional analysis 3 Special Topics Mathematical Methods in Medicine and Data-Based Modelling 3 Special Topics Numerical Analysis 3 Special Topics Optimization 3 Special Topics Probability Theory and Mathematical Statistics 3 Special Topics symbolic computation 3 Stochastic Processes 3 Stochastic Simulation 3 Numerical Analysis and Optimization 6 Numerical methods for differential equations 6
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Mechatronics · 19 modules · all course · 54 ECTS Module ECTS Optimum and Adaptive Signal Processing Systems 1.5 Pervasive Computing: Design and Development 1.5 Pervasive Computing: Systems and Environments 1.5 Radar System Engineering 1.5 Signals and Systems 1.5 Signals and Systems 4.5 Advanced State-Space Methods 3 Automatic Control 3 Communications Engineering 3 Linear Control Theory 3 Linear Control Theory 3 Medical technology 2 3 Medical technology 3 Optimum and Adaptive Signal Processing Systems 3 Pervasive Computing: Design and Development 3 Pervasive Computing: Systems and Environments 3 Production Automation Systems 3 Radar System Engineering Radar Signal Processing 3 Introduction to autonomous vehicles 6
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Modules · 7 modules · all module group · credits for 6 of 7 Module ECTS Master's Thesis Seminar 1.5 Seminar and Practical Training 10.5 Free Electives 12 Machine Learning and Perception 39 Area of Specialization 6 AI and Society 9 Elective Tracks ?
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Seminar and Practical Training · 2 modules · all course · 10.50 ECTS Module ECTS Practical Work in AI (Master) 7.5 Seminar in AI (Master) 3
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Special Topics · 17 modules · all course · 46.50 ECTS Module ECTS Special Topics (1,5 ECTS) 1.5 Special Topics (1,5 ECTS) 1.5 Special Topics (1,5 ECTS) 1.5 Special Topics in AI 1.5 Special Topics in AI 1.5 Special Topics in AI 1.5 Special Topics (4,5 ECTS) 4.5 Special Topics in AI 4.5 Special Topics in AI 4.5 Special Topics (3 ECTS) 3 Special Topics (3 ECTS) 3 Special Topics (3 ECTS) 3 Special Topics in AI 3 Special Topics in AI 3 Special Topics in AI 3 Special Topics in AI 3 Special Topics 3
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Symbolic AI · 14 modules · all course · credits for 13 of 14 Module ECTS Automated Reasoning 1.5 Computability and Complexity 1.5 Computer Algebra for Concrete Mathematics 1.5 Knowledge Representation and Learning 1.5 Manyvalued Logic 1.5 Model Checking 1.5 Planning and Reasoning in Artificial Intelligence 1.5 Automated Reasoning 4.5 Computability and Complexity 3 Computer Algebra for Concrete Mathematics 3 Knowledge Representation and Learning 3 Manyvalued Logic 3 Model Checking 3 Planning and Reasoning in Artificial Intelligence ?
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Symbolic AI and Mathematical Foundations · 2 modules · all module group · 27 ECTS Module ECTS Mathematical Foundations 13.5 Symbolic AI 13.5
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