Master's program

Bioinformatics (BI23_2)

Semester 1 – Compulsory Courses
Code	Course
F23L2W001	Algorithms and Data Structures
F23L3W004	Databases
F23L3W085	Introduction to Bioinformatics
	Elective Course from the Study Programme
	Elective Course from the Study Programme or the Faculty

Semester 2 – Compulsory Courses
Code	Course
F23L2S030	Artificial intelligence
F23L3S107	Intelligent systems
F23L3S036	Machine learning
F23L3S141	Unstructured databases
	Elective Course from the Study Programme or the Faculty

Semester 3 – Compulsory Courses
Code	Course
Biological Ionization 02	Data Processing
Business Information - 02	Fundamentals of Bioinformatics
Business Information - 01	Fundamentals of Molecular Biology
	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
Business Information - 03	Advanced Mathematical and Statistical Techniques
	Elective Course from the Study Programme or the Faculty

Elective Courses from Group “Study Programme – Winter Semester”
Code	Course	Recommended Semester	Prerequisites
F23L3W154	Introduction to Massive Data Mining	1	None
F23L3W126	Research Methodology in ICT	1	None
F23L3W037	Parallel and distributed processing	1	None
F23L3W038	Programming paradigms	1	None
m23_w_007	Application of Wavelets in Numerical Simulations	3	None
m23_w_006	Structural Bioinformatics and Proteomics	3	None
m23_w_203	Introduction to Computational Neuroscience	4	None

Elective Courses from Group “Study Programme – Summer Semester”
Code	Course	Recommended Semester	Prerequisites
F23L3S144	Operational research	2	None
F23L3S106	Knowledge Discovery with Deep Learning	2	None
m23_s_006	Mathematical Methods in Robotics	4	None
m23_s_002	Fundamentals of Genetic Engineering	4	None
m23_s_004	Information Processing in Biological Systems	4	None
m23_s_005	Biological Sequence Processing	4	None

Faculty Elective Courses – Winter Semester
Code	Course	Recommended Semester	Prerequisites
Digital Signal 003	Data Engineering	3	None
Digital Signal 0	Data Science	3	None
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
IT-Z-01	Cyber-Threat Analysis	3	None
m23_w_009	Bayesian Data Analysis	3	None
CC-Z-03	Security Challenges in Virtual Environments	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
CC-Z-01	Virtualised Data Centres	3	None
m23_w_025	Introduction to Financial Engineering	3	None
Digital Signal 0	Introductory Topics in Data Science	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
EI-I-02	Ecological Modelling	3	None
EI-Z-03	Implementation of Geographic Information Systems	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
SDP-Z-4	Exploratory and Predictive Analytics	3	None
EI-Z-01	Concepts in Ecoinformatics	3	None
m23_w_039	Big Data Concepts and Applications	3	None
Education Zone 03	Creating Digital Educational Content	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
Information Technology Infrastructure	ICT Management	3	None
m23_w_029	Human Resource Management	3	None
KN-Z-02	Optimisation Methods	3	None
m23_w_030	Mobile Web Services	3	None
IS-Z-01	Modelling and Fusion of Unstructured Data	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
IT-Z-03	Network Science	3	None
m23_w_036	Network Algorithms and Optimisation	3	None
DCS-I-06	Multimedia and the Scalable Web	3	None
m23_w_031	Multimedia Projects in Education	3	None
m23_w_005	Advanced Computer Graphics	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
m23_w_040	Advanced Database Concepts	3	None
IT-Z-02	Advanced Mobile and Web Applications	3	None
m23_w_062	Advanced Topics in e-Government	3	None
m23_s_256	Advanced Topics in Computer Architecture	3	None
IS-Z-04	Advanced Machine Learning	3	None
ITMW01	Advanced Software Project Management	3	None
m23_w_045	Text Data Processing	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_052	Application of Machine Learning in Information Security	3	None
DCS-Z-01	Applied Cryptography	3	None
m23_w_023	Applied Statistical Analysis	3	None
m23_w_018	Applied Information Theory	3	None
m23_w_032	Working with Gifted Students	3	None
SNP-Z-2	Regression Models	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
CC-Z-02	Scalability for SaaS Applications	3	None
m23_s_238	Stochastic Processes	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
m23_w_014	Testing High-Performance Computing Software	3	None
m23_w_034	Technology-Enhanced Learning	3	None
SDP-I-13	Topological Data Analysis	3	None
m23_w_059	Internet Infrastructure Management	3	None
m23_w_063	Database Management	3	None
Sister-Z-01	Software Lifecycle Management	3	None
m23_s_261	Software Testing Process Management	3	None
KN-Z-03	Formal Methods	3	None
Sodium-zinc-03	Software Design Patterns	3	None

Faculty Elective Courses – Summer Semester
Code	Course	Recommended Semester	Prerequisites
Digital Signal 0	Applied Machine Learning	4	None
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_s_034	Knowledge Graphs	4	None
m23_s_074	Remote Sensing	4	None
m23_s_059	Digital Marketing	4	None
DCS-Z-03	Digital Trust and Identity	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
KN-Z-04	Research Methods and Writing Techniques	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_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
DCS-Z-02	Advanced Information Security	4	None
m23_w_047	Advanced Algebraic Structures	4	None
m23_s_028	Advanced Coding Algorithms	4	None
IS-Z-02	Advanced Topics in Artificial Intelligence	4	None
m23_s_036	Advanced Topics in Data-Driven Science	4	None
CC-Z-04	Advanced Topics in Cloud Computing	4	None
ITMS01	Advanced Software Requirements Engineering	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_037	Open Educational Resources and Virtual Laboratories	4	None
m23_s_025	Knowledge Discovery in Large-Scale Graph Data	4	None
EI-Z-04	Knowledge Discovery from Environmental 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_039	Knowledge Representation and Discovery with Approximate Computing	4	None
IT-Z-04	Cybersecurity and Privacy	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_w_244	Statistical Research Skills: Data Editing, Reporting and Visualisation	4	None
m23_s_054	Statistical Programming	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
Education Zone 04	Game-Based Learning	4	None
m23_w_124	Reinforcement Learning	4	None
m23_s_075	Machine Learning Forensics	4	None