Master's program

Intelligent systems (IS23_1)

Semester 1 – Compulsory Courses
Code	Course
IS-Z-01	Modelling and Fusion of Unstructured Data
IS-Z-04	Advanced Machine Learning
IS-Z-03	Modern Intelligent Systems
	Elective Course from the Study Programme
	Elective Course from the Study Programme or the Faculty

Semester 2 – Compulsory Courses
Code	Course
m23_s_500	Master’s Thesis
IS-Z-02	Advanced Topics in Artificial Intelligence
	Elective Course from the Study Programme or the Faculty

Elective Courses from Group “Study Programme – Winter Semester”
Code	Course	Recommended Semester	Prerequisites
m23_w_015	Ambient Intelligence	1	None
m23_w_008	Information Systems Analysis and Design	1	None
m23_w_016	Time-Series Analysis and Forecasting	1	None
m23_w_025	Introduction to Financial Engineering	1	None
m23_w_030	Mobile Web Services	1	None
m23_w_033	Data-Driven Business Decision-Making Systems	1	None

Elective Courses from Group “Study Programme – Summer Semester”
Code	Course	Recommended Semester	Prerequisites
m23_s_032	Evolutionary Computing	2	None
m23_s_016	Intelligent Interactive Systems	2	None
m23_s_035	Intelligent Mobile Applications	2	None
m23_s_019	Human–Robot Interaction	2	None
m23_s_007	Knowledge-Based Information Systems	2	None
m23_s_042	Collaborative Computer Systems	2	None
m23_s_006	Mathematical Methods in Robotics	2	None
m23_s_023	Multimodal Interaction	2	None
m23_s_025	Knowledge Discovery in Large-Scale Graph Data	2	None
m23_s_043	Computing Paradigms in the Internet of Things	2	None
m23_s_038	Computational Game Theory	2	None
m23_s_040	Sensor–Robot Systems	2	None
m23_s_072	Content-Based Indexing and Retrieval	2	None

Faculty Elective Courses – Winter Semester
Code	Course	Recommended Semester	Prerequisites
Digital Signal 003	Data Engineering	1	None
Digital Signal 0	Data Science	1	None
m23_w_017	DevOps Software Development	1	None
Small Vessel Sizing System 002	Algorithms and Programming in Robotics	1	None
m23_w_001	Requirements Analysis for Ecosystem Informatics	1	None
IT-Z-01	Cyber-Threat Analysis	1	None
m23_w_009	Bayesian Data Analysis	1	None
CC-Z-03	Security Challenges in Virtual Environments	1	None
m23_w_053	Mobile and Web Application Security	1	None
m23_w_060	Business Design	1	None
m23_w_048	Biometric Systems	1	None
Small Vessel Sizing System 003	Embedded Systems	1	None
m23_w_024	The Future Web	1	None
CC-Z-01	Virtualised Data Centres	1	None
Digital Signal 0	Introductory Topics in Data Science	1	None
m23_w_068	Speech Technologies	1	None
Small-Vessel Surface Sampler 001	Building the Internet of Things and IoT Security	1	None
m23_w_012	Business Modelling	1	None
m23_w_027	Video Game Design and Visual Effects	1	None
m23_w_028	Deep Learning for Natural Language Processing	1	None
m23_w_054	E-Business	1	None
EI-I-02	Ecological Modelling	1	None
EI-Z-03	Implementation of Geographic Information Systems	1	None
m23_s_237	Internet of Things for Ecosystems	1	None
m23_w_010	Interoperability, Portability and Federation of Scalable Web Services	1	None
SDP-Z-4	Exploratory and Predictive Analytics	1	None
EI-Z-01	Concepts in Ecoinformatics	1	None
m23_w_039	Big Data Concepts and Applications	1	None
Education Zone 03	Creating Digital Educational Content	1	None
m23_w_020	Cryptanalysis	1	None
m23_w_004	Cryptographic Engineering	1	None
m23_w_019	Mathematical Logic for Computer Science	1	None
m23_w_051	Machine Learning in Smart Energy Grids	1	None
m23_s_235	Medical Informatics	1	None
Information Technology Infrastructure	ICT Management	1	None
m23_w_029	Human Resource Management	1	None
KN-Z-02	Optimisation Methods	1	None
m23_w_003	Model-Driven Software Engineering	1	None
m23_w_044	Modern Simulation and Modelling	1	None
m23_s_202	Monitoring and Data Processing in Environmental Engineering	1	None
IT-Z-03	Network Science	1	None
m23_w_036	Network Algorithms and Optimisation	1	None
DCS-I-06	Multimedia and the Scalable Web	1	None
m23_w_031	Multimedia Projects in Education	1	None
m23_w_005	Advanced Computer Graphics	1	None
Education Zone 02	Advanced ICT in Education	1	None
I'm too young	Advanced ICT Innovation and Entrepreneurship	1	None
KN-Z-01	Advanced Algorithms	1	None
m23_w_040	Advanced Database Concepts	1	None
IT-Z-02	Advanced Mobile and Web Applications	1	None
m23_w_062	Advanced Topics in e-Government	1	None
m23_s_256	Advanced Topics in Computer Architecture	1	None
ITMW01	Advanced Software Project Management	1	None
Biological Ionization 02	Data Processing	1	None
m23_w_045	Text Data Processing	1	None
Business Information - 02	Fundamentals of Bioinformatics	1	None
Business Information - 01	Fundamentals of Molecular Biology	1	None
m23_w_042	Knowledge Discovery for Business Processes	1	None
m23_w_050	Smart City	1	None
m23_w_067	Smart Contracts for IoT (Blockchain Smart Contracts for IoT)	1	None
m23_w_066	Smart Financial Systems and Stock Markets	1	None
m23_s_157	Client–Server Programming Paradigms	1	None
m23_w_065	Parallel Processing	1	None
m23_s_241	Database Performance, Reliability and Security	1	None
m23_w_022	Data Visualisation	1	None
m23_w_021	Practical Application of Digital Forensics	1	None
m23_w_055	Privacy, Security and Trust in Machine Learning Systems	1	None
m23_w_007	Application of Wavelets in Numerical Simulations	1	None
m23_w_052	Application of Machine Learning in Information Security	1	None
DCS-Z-01	Applied Cryptography	1	None
m23_w_023	Applied Statistical Analysis	1	None
m23_w_018	Applied Information Theory	1	None
m23_w_032	Working with Gifted Students	1	None
SNP-Z-2	Regression Models	1	None
m23_w_058	Cybersecurity Incidents and Forensics	1	None
m23_w_013	Scalable Cloud Development Platforms	1	None
CC-Z-02	Scalability for SaaS Applications	1	None
m23_s_238	Stochastic Processes	1	None
Education Zone 01	Modern Teaching Methods	1	None
m23_w_006	Structural Bioinformatics and Proteomics	1	None
DCS-I-05	Coding Theory and Applications	1	None
m23_w_014	Testing High-Performance Computing Software	1	None
m23_w_034	Technology-Enhanced Learning	1	None
SDP-I-13	Topological Data Analysis	1	None
m23_w_059	Internet Infrastructure Management	1	None
m23_w_063	Database Management	1	None
Sister-Z-01	Software Lifecycle Management	1	None
m23_s_261	Software Testing Process Management	1	None
KN-Z-03	Formal Methods	1	None
Sodium-zinc-03	Software Design Patterns	1	None

Faculty Elective Courses – Summer Semester
Code	Course	Recommended Semester	Prerequisites
Digital Signal 0	Applied Machine Learning	2	None
m23_w_049	Automated Machine Learning	2	None
m23_s_022	DevOps in Network Environments	2	None
m23_s_062	Network Security Analysis	2	None
m23_s_014	Analysis of Data from Mobile Sensors/Sources (Mobile Crowdsensing/Participatory Sensing/Urban Sensing)	2	None
m23_s_211	Big Data and Distributed Data Analytics	2	None
m23_s_031	Learning Analytics	2	None
m23_s_017	Assistive Technologies	2	None
m23_s_063	Next-Generation Wireless Mobile Systems	2	None
m23_s_052	Business Analytics	2	None
m23_s_011	Business Models for Cloud Computing	2	None
Small Vessel Sizing and Sealing	Embedded Software for Critical Real-Time Applications	2	None
m23_w_203	Introduction to Computational Neuroscience	2	None
m23_s_034	Knowledge Graphs	2	None
m23_s_074	Remote Sensing	2	None
m23_s_059	Digital Marketing	2	None
DCS-Z-03	Digital Trust and Identity	2	None
m23_s_226	Digital Transformation	2	None
m23_s_033	e-Learning 2.0	2	None
m23_s_018	Hardware-Enhanced Education	2	None
m23_s_010	Energy Efficiency in Virtual Environments	2	None
m23_s_076	Engineering Ethics	2	None
m23_s_051	ERP Business Systems Engineering	2	None
m23_s_009	Performance Engineering for Scalable Web Services	2	None
m23_s_047	Intelligent Sensor Networks	2	None
KN-Z-04	Research Methods and Writing Techniques	2	None
m23_s_061	Cryptographic Protocols	2	None
m23_s_060	Linear Programming	2	None
m23_s_069	IT Service Management	2	None
m23_s_012	Small Business Management	2	None
m23_s_048	Statistical Inference Methods	2	None
m23_s_055	Big Data Modelling and Management	2	None
m23_s_064	Network Virtualisation and Cloud Computing	2	None
m23_s_050	Software Reliability	2	None
DCS-Z-02	Advanced Information Security	2	None
m23_w_047	Advanced Algebraic Structures	2	None
m23_s_028	Advanced Coding Algorithms	2	None
Business Information - 03	Advanced Mathematical and Statistical Techniques	2	None
m23_s_036	Advanced Topics in Data-Driven Science	2	None
CC-Z-04	Advanced Topics in Cloud Computing	2	None
ITMS01	Advanced Software Requirements Engineering	2	None
m23_s_049	Data Science for the Internet of Things	2	None
m23_w_043	Scientific Programming and Numerical Simulations	2	None
m23_s_001	Numerical Methods for Data Science	2	None
m23_s_056	Operationalising Machine Learning and Prescriptive Analytics	2	None
m23_s_068	Project Optimisation and Operations Research	2	None
m23_s_002	Fundamentals of Genetic Engineering	2	None
m23_s_037	Open Educational Resources and Virtual Laboratories	2	None
EI-Z-04	Knowledge Discovery from Environmental Data	2	None
m23_s_058	Knowledge Discovery, Prediction and Forecasting Using Biomedical Data	2	None
m23_s_077	Smart Mobility	2	None
m23_s_073	Smart Manufacturing and Monitoring Systems	2	None
m23_s_070	Smart and Connected Health	2	None
m23_s_053	Multivariate Statistical Analysis	2	None
m23_s_027	Pattern Recognition	2	None
m23_s_021	Computational Epidemiology	2	None
m23_s_015	Application of Data Science to Earth Observation	2	None
m23_s_004	Information Processing in Biological Systems	2	None
m23_s_005	Biological Sequence Processing	2	None
m23_s_039	Knowledge Representation and Discovery with Approximate Computing	2	None
IT-Z-04	Cybersecurity and Privacy	2	None
m23_s_065	Cybersecurity of Parallel and Distributed Systems	2	None
m23_s_013	Cloud Services for Mobile Systems	2	None
m23_s_041	Recommender Systems, Virtual Guidance and Virtual Self-Help in Knowledge Acquisition	2	None
m23_s_057	Modern Trends in Parallel Processing	2	None
m23_s_026	Software Architectures	2	None
m23_s_020	Software Engineering for Critical Systems	2	None
m23_w_244	Statistical Research Skills: Data Editing, Reporting and Visualisation	2	None
m23_s_054	Statistical Programming	2	None
m23_s_008	Statistical Learning	2	None
m23_s_046	Strategic Management in IT	2	None
m23_s_067	Strategic Management in IT	2	None
m23_s_045	Student Involvement in the Development of Humanitarian, Free and Open-Source Software	2	None
m23_s_066	Management of Electronic Educational Systems	2	None
m23_s_030	Software Quality Management	2	None
m23_s_029	Change and Risk Management	2	None
Education Zone 04	Game-Based Learning	2	None
m23_w_124	Reinforcement Learning	2	None
m23_s_075	Machine Learning Forensics	2	None