Master's program

Data statistics and analytics (SAP23_2)

Semester 1 – Compulsory Courses
Code	Course
F23L1W003	Introduction to databases and SQL
F23L3W035	Linear Algebra and Applications
m23_w_244	Statistical Research Skills: Data Editing, Reporting and Visualisation
F23L3W161	Graph Theory and Social Networks
	Elective Course from the Study Programme or the Faculty

Semester 2 – Compulsory Courses
Code	Course
F23L1S023	Business Statistics
F23L3S150	Data mining
m23_s_054	Statistical Programming
	Elective Course from the Study Programme
	Elective Course from the Study Programme or the Faculty

Semester 3 – Compulsory Courses
Code	Course
m23_w_009	Bayesian Data Analysis
SDP-Z-4	Exploratory and Predictive Analytics
m23_w_023	Applied Statistical Analysis
	Elective Course from the Study Programme
	Elective Course from the Study Programme or the Faculty

Semester 4 – Compulsory Courses
Code	Course
m23_s_500	Master’s Thesis
SNP-Z-2	Regression Models
	Elective Course from the Study Programme or the Faculty

Elective Courses from Group “Study Programme – Winter Semester”
Code	Course	Recommended Semester	Prerequisites
F23L2W006	Probability and statistics	1	None
F23L3W076	Introduction to Time Series Analysis	1	None
F23L3W008	Introduction to Data Science	1	None
F23L3W108	Internet of Things	1	None
F23L2W033	Calculus 1	1	None

Elective Courses from Group “Study Programme – Summer Semester”
Code	Course	Recommended Semester	Prerequisites
F23L3S163	Automation of Machine Learning Processes	2	None
F23L2S097	Design of Algorithms	2	None
F23L2S011	Discrete mathematics	2	None
F23L3S036	Machine learning	2	None
F23L3S039	Foundations of Computer Science Theory	2	None
F23L3S157	Data Warehouses and Analytical Processing	2	None
Digital Signal 003	Data Engineering	3	None
Digital Signal 0	Data Science	3	None
IT-Z-01	Cyber-Threat Analysis	3	None
CC-Z-03	Security Challenges in Virtual Environments	3	None
CC-Z-01	Virtualised Data Centres	3	None
Digital Signal 0	Introductory Topics in Data Science	3	None
EI-I-02	Ecological Modelling	3	None
EI-Z-03	Implementation of Geographic Information Systems	3	None
EI-Z-01	Concepts in Ecoinformatics	3	None
Education Zone 03	Creating Digital Educational Content	3	None
Information Technology Infrastructure	ICT Management	3	None
KN-Z-02	Optimisation Methods	3	None
IS-Z-01	Modelling and Fusion of Unstructured Data	3	None
IT-Z-03	Network Science	3	None
DCS-I-06	Multimedia and the Scalable Web	3	None
Education Zone 02	Advanced ICT in Education	3	None
I'm too young	Advanced ICT Innovation and Entrepreneurship	3	None
KN-Z-01	Advanced Algorithms	3	None
IT-Z-02	Advanced Mobile and Web Applications	3	None
IS-Z-04	Advanced Machine Learning	3	None
ITMW01	Advanced Software Project Management	3	None
Biological Ionization 02	Data Processing	3	None
Business Information - 02	Fundamentals of Bioinformatics	3	None
DCS-Z-01	Applied Cryptography	3	None
CC-Z-02	Scalability for SaaS Applications	3	None
IS-Z-03	Modern Intelligent Systems	3	None
Education Zone 01	Modern Teaching Methods	3	None
DCS-I-05	Coding Theory and Applications	3	None
SDP-I-13	Topological Data Analysis	3	None
Sister-Z-01	Software Lifecycle Management	3	None
KN-Z-03	Formal Methods	3	None
Sodium-zinc-03	Software Design Patterns	3	None
Digital Signal 0	Applied Machine Learning	4	None
DCS-Z-03	Digital Trust and Identity	4	None
KN-Z-04	Research Methods and Writing Techniques	4	None
DCS-Z-02	Advanced Information Security	4	None
Business Information - 03	Advanced Mathematical and Statistical Techniques	4	None
IS-Z-02	Advanced Topics in Artificial Intelligence	4	None
CC-Z-04	Advanced Topics in Cloud Computing	4	None
ITMS01	Advanced Software Requirements Engineering	4	None
EI-Z-04	Knowledge Discovery from Environmental Data	4	None
IT-Z-04	Cybersecurity and Privacy	4	None
Education Zone 04	Game-Based Learning	4	None

Faculty Elective Courses – Winter Semester
Code	Course	Recommended Semester	Prerequisites
m23_w_017	DevOps Software Development	3	None
Small Vessel Sizing System 002	Algorithms and Programming in Robotics	3	None
m23_w_015	Ambient Intelligence	3	None
m23_w_008	Information Systems Analysis and Design	3	None
m23_w_016	Time-Series Analysis and Forecasting	3	None
m23_w_001	Requirements Analysis for Ecosystem Informatics	3	None
m23_w_053	Mobile and Web Application Security	3	None
m23_w_060	Business Design	3	None
m23_w_048	Biometric Systems	3	None
Small Vessel Sizing System 003	Embedded Systems	3	None
m23_w_024	The Future Web	3	None
m23_w_025	Introduction to Financial Engineering	3	None
m23_w_068	Speech Technologies	3	None
Small-Vessel Surface Sampler 001	Building the Internet of Things and IoT Security	3	None
m23_w_012	Business Modelling	3	None
m23_w_027	Video Game Design and Visual Effects	3	None
m23_w_028	Deep Learning for Natural Language Processing	3	None
m23_w_054	E-Business	3	None
m23_s_237	Internet of Things for Ecosystems	3	None
m23_w_010	Interoperability, Portability and Federation of Scalable Web Services	3	None
m23_w_039	Big Data Concepts and Applications	3	None
m23_w_020	Cryptanalysis	3	None
m23_w_004	Cryptographic Engineering	3	None
m23_w_019	Mathematical Logic for Computer Science	3	None
m23_w_051	Machine Learning in Smart Energy Grids	3	None
m23_s_235	Medical Informatics	3	None
m23_w_029	Human Resource Management	3	None
m23_w_030	Mobile Web Services	3	None
m23_w_003	Model-Driven Software Engineering	3	None
m23_w_044	Modern Simulation and Modelling	3	None
m23_s_202	Monitoring and Data Processing in Environmental Engineering	3	None
m23_w_036	Network Algorithms and Optimisation	3	None
m23_w_031	Multimedia Projects in Education	3	None
m23_w_005	Advanced Computer Graphics	3	None
m23_w_040	Advanced Database Concepts	3	None
m23_w_062	Advanced Topics in e-Government	3	None
m23_s_256	Advanced Topics in Computer Architecture	3	None
m23_w_045	Text Data Processing	3	None
Business Information - 01	Fundamentals of Molecular Biology	3	None
m23_w_042	Knowledge Discovery for Business Processes	3	None
m23_w_050	Smart City	3	None
m23_w_067	Smart Contracts for IoT (Blockchain Smart Contracts for IoT)	3	None
m23_w_066	Smart Financial Systems and Stock Markets	3	None
m23_s_157	Client–Server Programming Paradigms	3	None
m23_w_065	Parallel Processing	3	None
m23_s_241	Database Performance, Reliability and Security	3	None
m23_w_022	Data Visualisation	3	None
m23_w_021	Practical Application of Digital Forensics	3	None
m23_w_055	Privacy, Security and Trust in Machine Learning Systems	3	None
m23_w_007	Application of Wavelets in Numerical Simulations	3	None
m23_w_052	Application of Machine Learning in Information Security	3	None
m23_w_018	Applied Information Theory	3	None
m23_w_032	Working with Gifted Students	3	None
m23_w_058	Cybersecurity Incidents and Forensics	3	None
m23_w_033	Data-Driven Business Decision-Making Systems	3	None
m23_w_013	Scalable Cloud Development Platforms	3	None
m23_s_238	Stochastic Processes	3	None
m23_w_006	Structural Bioinformatics and Proteomics	3	None
m23_w_014	Testing High-Performance Computing Software	3	None
m23_w_034	Technology-Enhanced Learning	3	None
m23_w_059	Internet Infrastructure Management	3	None
m23_w_063	Database Management	3	None
m23_s_261	Software Testing Process Management	3	None

Faculty Elective Courses – Summer Semester
Code	Course	Recommended Semester	Prerequisites
m23_w_049	Automated Machine Learning	4	None
m23_s_022	DevOps in Network Environments	4	None
m23_s_062	Network Security Analysis	4	None
m23_s_014	Analysis of Data from Mobile Sensors/Sources (Mobile Crowdsensing/Participatory Sensing/Urban Sensing)	4	None
m23_s_211	Big Data and Distributed Data Analytics	4	None
m23_s_031	Learning Analytics	4	None
m23_s_017	Assistive Technologies	4	None
m23_s_063	Next-Generation Wireless Mobile Systems	4	None
m23_s_052	Business Analytics	4	None
m23_s_011	Business Models for Cloud Computing	4	None
Small Vessel Sizing and Sealing	Embedded Software for Critical Real-Time Applications	4	None
m23_w_203	Introduction to Computational Neuroscience	4	None
m23_s_034	Knowledge Graphs	4	None
m23_s_074	Remote Sensing	4	None
m23_s_059	Digital Marketing	4	None
m23_s_226	Digital Transformation	4	None
m23_s_033	e-Learning 2.0	4	None
m23_s_032	Evolutionary Computing	4	None
m23_s_018	Hardware-Enhanced Education	4	None
m23_s_010	Energy Efficiency in Virtual Environments	4	None
m23_s_076	Engineering Ethics	4	None
m23_s_051	ERP Business Systems Engineering	4	None
m23_s_009	Performance Engineering for Scalable Web Services	4	None
m23_s_016	Intelligent Interactive Systems	4	None
m23_s_035	Intelligent Mobile Applications	4	None
m23_s_047	Intelligent Sensor Networks	4	None
m23_s_019	Human–Robot Interaction	4	None
m23_s_007	Knowledge-Based Information Systems	4	None
m23_s_042	Collaborative Computer Systems	4	None
m23_s_061	Cryptographic Protocols	4	None
m23_s_060	Linear Programming	4	None
m23_s_006	Mathematical Methods in Robotics	4	None
m23_s_069	IT Service Management	4	None
m23_s_012	Small Business Management	4	None
m23_s_048	Statistical Inference Methods	4	None
m23_s_055	Big Data Modelling and Management	4	None
m23_s_064	Network Virtualisation and Cloud Computing	4	None
m23_s_023	Multimodal Interaction	4	None
m23_s_050	Software Reliability	4	None
m23_w_047	Advanced Algebraic Structures	4	None
m23_s_028	Advanced Coding Algorithms	4	None
m23_s_036	Advanced Topics in Data-Driven Science	4	None
m23_s_049	Data Science for the Internet of Things	4	None
m23_w_043	Scientific Programming and Numerical Simulations	4	None
m23_s_001	Numerical Methods for Data Science	4	None
m23_s_056	Operationalising Machine Learning and Prescriptive Analytics	4	None
m23_s_068	Project Optimisation and Operations Research	4	None
m23_s_002	Fundamentals of Genetic Engineering	4	None
m23_s_037	Open Educational Resources and Virtual Laboratories	4	None
m23_s_025	Knowledge Discovery in Large-Scale Graph Data	4	None
m23_s_058	Knowledge Discovery, Prediction and Forecasting Using Biomedical Data	4	None
m23_s_077	Smart Mobility	4	None
m23_s_073	Smart Manufacturing and Monitoring Systems	4	None
m23_s_070	Smart and Connected Health	4	None
m23_s_053	Multivariate Statistical Analysis	4	None
m23_s_027	Pattern Recognition	4	None
m23_s_021	Computational Epidemiology	4	None
m23_s_043	Computing Paradigms in the Internet of Things	4	None
m23_s_038	Computational Game Theory	4	None
m23_s_015	Application of Data Science to Earth Observation	4	None
m23_s_004	Information Processing in Biological Systems	4	None
m23_s_005	Biological Sequence Processing	4	None
m23_s_039	Knowledge Representation and Discovery with Approximate Computing	4	None
m23_s_065	Cybersecurity of Parallel and Distributed Systems	4	None
m23_s_040	Sensor–Robot Systems	4	None
m23_s_013	Cloud Services for Mobile Systems	4	None
m23_s_041	Recommender Systems, Virtual Guidance and Virtual Self-Help in Knowledge Acquisition	4	None
m23_s_057	Modern Trends in Parallel Processing	4	None
m23_s_072	Content-Based Indexing and Retrieval	4	None
m23_s_026	Software Architectures	4	None
m23_s_020	Software Engineering for Critical Systems	4	None
m23_s_008	Statistical Learning	4	None
m23_s_046	Strategic Management in IT	4	None
m23_s_067	Strategic Management in IT	4	None
m23_s_045	Student Involvement in the Development of Humanitarian, Free and Open-Source Software	4	None
m23_s_066	Management of Electronic Educational Systems	4	None
m23_s_030	Software Quality Management	4	None
m23_s_029	Change and Risk Management	4	None
m23_w_124	Reinforcement Learning	4	None
m23_s_075	Machine Learning Forensics	4	None