Statistics and Data Analytics (SAP23_1)

Coordinator

Degree awarded upon completion of the study programme

Master of Science in Statistics and Data Analytics

Semester 1 – Mandatory courses
Code	Course
m23_w_023	Applied statistical analysis
m23_w_009	Bayesian data analysis
SDP-Z-4	Exploratory predictive analytics
	Elective subject from study program
	Elective subject from study program or faculty

Semester 2 – Mandatory courses
Code	Course
m23_s_500	Master thesis
SNP-Z-2	Regression Models
	Elective subject from study program or faculty

Elective courses from the study programme (summer semester)
Code	Course	Recommended semester	Prerequisites
KN-Z-01	Advanced algorithms	1	none
EDU-Z-02	Advanced ICT in Education	1	none
ITMW02	Advanced ICT Innovation and Entrepreneurship	1	none
IS-Z-04	Advanced machine learning	1	none
IT-Z-02	Advanced mobile and web applications	1	none
ITMW01	Advanced software project management	1	none
DCS-Z-01	Applied cryptography	1	none
DCS-I-05	Coding theory and applications	1	none
EI-Z-01	Concepts in Eco-informatics	1	none
EDU-Z-03	Creating digital educational content	1	none
IT-Z-01	Cyber threats analysis	1	none
DS003	Data Engineering	1	none
BI-I-02	Data processing	1	none
DS004	Data Science	1	none
EI-I-02	Environmental modeling	1	none
KN-Z-03	Formal methods	1	none
BI-Z-02	Fundamentals of Bioinformatics	1	none
IT-I-03	ICT Management	1	none
EI-Z-03	Implementation of Geographic Information Systems	1	none
DS001	Introductionary topics for data science	1	none
IS-Z-01	Modeling and fusing unstructured data	1	none
IS-Z-03	Modern intelligent systems	1	none
EDU-Z-01	Modern teaching methods	1	none
DCS-I-06	Multimedia and scalable web	1	none
IT-Z-03	Network science	1	none
KN-Z-02	Optimization methods	1	none
CC-Z-02	Scalability for SaaS applications	1	none
CC-Z-03	Security challenges in virtual environments	1	none
SI-Z-03	Software Design Patterns	1	none
SI-Z-01	Software Lifecycle Management	1	none
SDP-I-13	Topological Data Analysis	1	none
CC-Z-01	Virtualized data centers	1	none
CC-Z-04	Advanced cloud computing topics	2	none
DCS-Z-02	Advanced Information Security	2	none
BI-Z-03	Advanced mathematical and statistical techniques	2	none
ITMS01	Advanced Software Requirements Engineering	2	none
IS-Z-02	Advanced topics in artificial intelligence	2	none
DS005	Applied Machine Learning	2	none
IT-Z-04	Cyber security and privacy	2	none
DCS-Z-03	Digital trust and identity	2	none
EI-Z-04	Discovering knowledge from environmental data	2	none
EDU-Z-04	Learning through play	2	none
KN-Z-04	Research methods and writing techniques	2	none

Elective courses from the faculty (winter semester)
Code	Course	Recommended semester	Prerequisites
m23_w_005	Advanced Computer Graphics	1	none
m23_w_040	Advanced database concepts	1	none
m23_w_062	Advanced topics from E-Government	1	none
m23_s_256	Advanced topics in computer architecture	1	none
SVSS002	Algorithms and Programming in Robotics	1	none
m23_w_015	Ambient intelligence	1	none
m23_w_008	Analysis and design of information systems	1	none
m23_w_052	Application of Machine Learning in Information Security	1	none
m23_w_007	Application of wavelets in numerical simulations	1	none
m23_w_018	Applied Information Theory	1	none
m23_w_048	Biometric Systems	1	none
SVSS001	Building IoT and IoT Security	1	none
m23_w_060	Business design	1	none
m23_w_012	Business modeling	1	none
m23_s_157	Client server paradigms	1	none
m23_w_039	Concepts and applications of big data	1	none
m23_w_020	Cryptanalysis	1	none
m23_w_004	Cryptographic Engineering	1	none
m23_w_058	Cyber security incidents and forensics	1	none
m23_w_022	Data visualisation	1	none
m23_w_063	Database management	1	none
m23_w_028	Deep learning for natural language processing	1	none
m23_w_017	DevOps software development	1	none
m23_w_042	Discovery of knowledge about business processes	1	none
m23_w_054	e-Business	1	none
m23_w_001	Ecosystem Informatics Needs Analysis	1	none
SVSS003	Embedded systems	1	none
BI-Z-01	Fundamentals of Molecular Biology	1	none
m23_w_014	High Performance Computing Software Testing	1	none
m23_w_029	Human resource Management	1	none
m23_w_059	Internet infrastructure management	1	none
m23_s_237	Internet of Things for eco-systems	1	none
m23_w_010	Interoperability, portability and federation of scalable web services	1	none
m23_w_025	Introduction to Financial Engineering	1	none
m23_w_051	Machine learning in smart grids	1	none
m23_s_261	Managing the software testing process	1	none
m23_w_019	Mathematical Logic for Computer Science	1	none
m23_s_235	Medical informatics	1	none
m23_w_053	Mobile and Web Application Security	1	none
m23_w_030	Mobile web services	1	none
m23_w_003	Model-based software engineering	1	none
m23_w_044	Modern simulations and modeling	1	none
m23_s_202	Monitoring and data processing in environmental engineering	1	none
m23_w_031	Multimedia projects in teaching	1	none
m23_w_036	Network algorithms and optimisation	1	none
m23_w_065	Parallel processing	1	none
m23_s_241	Performance, reliability and security of databases	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_045	Processing of textual data	1	none
m23_s_238	Random processes	1	none
m23_w_013	Scalable Cloud Development Platforms	1	none
m23_w_050	Smart City	1	none
m23_w_067	Smart Contracts in IoT (Blockchain Smart Contracts for IoT)	1	none
m23_w_066	Smart financial systems and the stock market	1	none
m23_w_068	Speech technologies	1	none
m23_w_006	Structural Bioinformatics and Proteomics	1	none
m23_w_033	Systems for data-based business decision-making	1	none
m23_w_034	Technologically supported learning	1	none
m23_w_016	Time Series Analysis and Forecasting	1	none
m23_w_027	Video game design and visual effects	1	none
m23_w_024	Web of the future	1	none
m23_w_032	Working with gifted students	1	none

Elective courses from the faculty (summer semester)
Code	Course	Recommended semester	Prerequisites
m23_w_047	Advanced algebraic structures	2	none
m23_s_028	Advanced coding algorithms	2	none
m23_s_036	Advanced Data Science	2	none
m23_s_014	Analysis of data from mobile sensors/sources (Mobile crowdsensing/Participatory sensing/Urban sensing)	2	none
m23_s_015	Applying data science for Earth observation data	2	none
m23_s_017	Assistive technologies	2	none
m23_w_049	AutoML	2	none
m23_s_211	Big Data and Distributed Data Analytics	2	none
m23_s_055	Big data modeling and management	2	none
m23_s_052	Business analytics	2	none
m23_s_011	Business models for cloud computing	2	none
m23_s_029	Change and risk management	2	none
m23_s_013	Cloud services for mobile systems	2	none
m23_s_042	Collaborative computing systems	2	none
m23_s_021	Computational epidemiology	2	none
m23_s_038	Computational game theory	2	none
m23_s_043	Computing Paradigms in the Internet of Things	2	none
m23_s_057	Contemporary trends in parallel processing	2	none
m23_s_072	Content-based indexing and searching	2	none
m23_s_061	Cryptographic protocols	2	none
m23_s_065	Cyber security for parallel and distributed systems	2	none
m23_s_049	Data science in Internet of things	2	none
m23_s_059	Digital marketing	2	none
m23_s_226	Digital transformation	2	none
m23_s_033	E-learning 2.0	2	none
m23_s_018	Education with hardware	2	none
m23_s_031	Educational data analytics	2	none
SVSS004	Embedded software for critical real-time applications	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_032	Evolutionary computation	2	none
m23_s_002	Fundamentals of Genetic Engineering	2	none
m23_s_019	Human-Robot Interaction	2	none
m23_s_004	Information processing in biological systems	2	none
m23_s_016	Intelligent interactive systems	2	none
m23_s_047	Intelligent sensor networks	2	none
m23_w_203	Introduction to Computational Neuroscience	2	none
m23_s_025	Knowledge discovery in big graph data	2	none
m23_s_058	Knowledge discovery, prediction and prognosis using biomedical data	2	none
m23_s_034	Knowledge Graphs	2	none
m23_s_007	Knowledge-based information systems	2	none
m23_s_060	Linear Programming	2	none
m23_s_075	Machine Learning Forensics	2	none
m23_s_056	Machine Learning Operations and Prescriptive Analytics	2	none
m23_s_066	Management of electronic educational systems	2	none
m23_s_069	Management of IT services	2	none
m23_s_006	Mathematical Methods in Robotics	2	none
m23_s_048	Methods of statistical inference	2	none
m23_s_023	Multimodal interaction	2	none
m23_s_053	Multivariate statistical analysis	2	none
m23_s_022	NetDevOps	2	none
m23_s_062	Network security analysis	2	none
m23_s_064	Network virtualisation and Cloud Computing	2	none
m23_s_063	Next generation wireless mobile systems	2	none
m23_s_001	Numerical Methods for Data Sciences	2	none
m23_s_037	Open educational resources and virtual labs	2	none
m23_s_009	Performance Engineering of Scalable Web Services	2	none
m23_s_005	Processing of biological sequences	2	none
m23_s_068	Project optimization and operational research	2	none
m23_s_041	Recommender systems, virtual guidance and virtual self-help in mastering knowledge	2	none
m23_w_124	Reinforcement Learning	2	none
m23_s_074	Remote sensing	2	none
m23_s_039	Representation and discovery of knowledge with approximate computation	2	none
m23_w_043	Scientific programming and numeric simulations	2	none
m23_s_040	Sensor-Robot Systems	2	none
m23_s_027	Shape recognition	2	none
m23_s_012	Small business management	2	none
m23_s_070	Smart and Connected Health	2	none
m23_s_035	Smart mobile applications	2	none
m23_s_077	Smart mobility	2	none
m23_s_073	Smart production and monitoring systems	2	none
m23_s_026	Software architectures	2	none
m23_s_020	Software Engineering for Critical Systems	2	none
m23_s_030	Software quality management	2	none
m23_s_050	Software reliability	2	none
m23_s_008	Statistical learning	2	none
m23_s_054	Statistical programming	2	none
m23_w_244	Statistical research skills: editing, reporting and visualizing data	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 humanitarian, free and open source software development	2	none