Biomedical Engineering >
Artificial Intelligence
Biomedical Engineering
, second-cycle studies, Full-time studies, starting year 2025/2026
ECTS
W
C
L
P
S
Credit
Subject Card
2
-
30
-
-
-
z/e
Foreign Language I
ECTS
2
Credit
-
Number of hours:
Exercises
30 h
Przedmioty w module:
English language I
Download the subject card
File format PDF. File size approximately 50 kB
ECTS
2
Credit
assessment
Number of hours:
Exercises
30 h
3
-
-
-
-
-
z/e
Team research project I
3
-
-
-
40
-
z
Team Research Project I
ECTS
3
Credit
-
Number of hours:
Przedmioty w module:
Team research project I
ECTS
3
Credit
assessment
Number of hours:
Project
40 h
Team research project I
Download the subject card
File format PDF. File size approximately 50 kB
ECTS
3
Credit
assessment
Number of hours:
Project
40 h
Team Research Project I
Download the subject card
File format PDF. File size approximately 50 kB
ECTS
3
Credit
assessment
Number of hours:
Project
40 h
Team Research Project I
Download the subject card
File format PDF. File size approximately 50 kB
ECTS
3
Credit
assessment
Number of hours:
Project
40 h
Team research project I
Download the subject card
File format PDF. File size approximately 50 kB
ECTS
3
Credit
assessment
Number of hours:
Project
40 h
Team research project I
Download the subject card
File format PDF. File size approximately 50 kB
ECTS
3
Credit
assessment
Number of hours:
Project
40 h
Zespołowy projekt badawczy I
Download the subject card
File format PDF. File size approximately 50 kB
ECTS
3
Credit
assessment
Number of hours:
Project
40 h
Team research project I
Download the subject card
File format PDF. File size approximately 50 kB
ECTS
3
Credit
assessment
Number of hours:
Project
40 h
Team research project I
Download the subject card
File format PDF. File size approximately 50 kB
ECTS
3
Credit
assessment
Number of hours:
Project
40 h
Acquisition, collection and processing of biomedical data
2
15
-
15
-
-
e
Subjects from Specialization: Artificial Intelligence
Aspects of robotics in artificial intelligence
3
15
-
15
-
-
z
Computational basics of artificial intelligence
3
15
-
-
15
-
z
Introduction to artificial intelligence
3
15
-
-
15
15
z
Introduction to artificial intelligence
Download the subject card
ECTS
3
Credit
assessment
Number of hours:
Lecture
15 h
Project
15 h
Seminar
15 h
Programming languages for artificial intelligence
2
15
-
15
-
-
z
Semester: 2 (2026/2027 - winter)
ECTS
W
C
L
P
S
Credit
Subject Card
2
-
30
-
-
-
z/e
Foreign Language II
ECTS
2
Credit
-
Number of hours:
Exercises
30 h
Przedmioty w module:
English Language II
Download the subject card
File format PDF. File size approximately 50 kB
ECTS
2
Credit
assessment
Number of hours:
Exercises
30 h
3
-
-
-
-
-
z/e
Zespołowy projekt badawczy II
3
-
-
-
40
-
z
TEAM RESEARCH PROJECT II
3
-
-
-
40
-
z
TEAM RESEARCH PROJECT II
3
-
-
-
40
-
z
Team research project II
ECTS
3
Credit
-
Number of hours:
Przedmioty w module:
Team Research Project II
Download the subject card
File format PDF. File size approximately 50 kB
ECTS
3
Credit
assessment
Number of hours:
Project
40 h
Team Research Project II
Download the subject card
File format PDF. File size approximately 50 kB
ECTS
3
Credit
assessment
Number of hours:
Project
40 h
Team research project II
Download the subject card
File format PDF. File size approximately 50 kB
ECTS
3
Credit
assessment
Number of hours:
Project
40 h
Zespołowy projekt badawczy II
ECTS
3
Credit
assessment
Number of hours:
Project
40 h
Zespołowy projekt badawczy II
Download the subject card
File format PDF. File size approximately 50 kB
ECTS
3
Credit
assessment
Number of hours:
Project
40 h
TEAM RESEARCH PROJECT II
ECTS
3
Credit
assessment
Number of hours:
Project
40 h
TEAM RESEARCH PROJECT II
ECTS
3
Credit
assessment
Number of hours:
Project
40 h
Team research project II
Download the subject card
File format PDF. File size approximately 50 kB
ECTS
3
Credit
assessment
Number of hours:
Project
40 h
2
30
-
-
-
-
z/e
Social aspects of information technologies
2
30
-
-
-
-
z
Styles in music
2
30
-
-
-
-
z
Eat it with Sense - Food in Society
2
30
-
-
-
-
z
Digital Transformation for Institutional and Societal Change
2
30
-
-
-
-
z
Life Cycle Analysis (LCA) of everyday items
2
30
-
-
-
-
z
Society of the Future: Social Policy, Generations and the Longevity Economy
2
30
-
-
-
-
z
How to Save the Future? Humanity in the Age of Climate Crisis
2
30
-
-
-
-
z
Businessplan
2
30
-
-
-
-
z
Responsible Future: Technology, Entrepreneurship, and Sustainable Development
2
30
-
-
-
-
z
History of building structures
2
30
-
-
-
-
z
Civilisation and the environment
2
30
-
-
-
-
z
Concrete in Culture, Architecture, and the Arts
2
30
-
-
-
-
z
The history of the beer in Poland and around the world
2
30
-
-
-
-
z
From Jesus Christ to O.J. Simpson - Famous Trials
2
30
-
-
-
-
z
Children in criminal proceedings
2
30
-
-
-
-
z
Camera, Action! The Courtroom: What Valuable Insights Can Be Drawn from Cinematic Narratives About Law and Lawyers?
2
30
-
-
-
-
z
Public administration management
2
30
-
-
-
-
z
The Language of Law and the Language of Religion: On the Non-Obvious Connections Between the “Two Laws”
2
30
-
-
-
-
z
Cryptocurrencies and Artificial Intelligence: Finance of the Future
2
30
-
-
-
-
z
Basics of Criminal Law
2
30
-
-
-
-
z
Crime – Causes, Mechanisms and Consequences
2
30
-
-
-
-
z
Organisational Management – A Simulation Game
2
30
-
-
-
-
z
Inana/Ištar – goddess of heaven, earth, sex and sexuality – a portrait of Mesopotamian deity
2
30
-
-
-
-
z
The same and yet different. Scandinavian depiction of the Western Slavs in the Middle Ages
2
30
-
-
-
-
z
International Leadership and Decision-Making in Contemporary International Relations
2
30
-
-
-
-
z
Religious and Worldview Diversity in Relation to Finance
2
30
-
-
-
-
z
You aren't from my bubble. The other in the media discourse
2
30
-
-
-
-
z
Turkey - more than just a holiday: society, politics and business
2
30
-
-
-
-
z
Social Life in Proverbs and Aphorisms
2
30
-
-
-
-
z
Sustainable management: ethics, inclusivity, ESG
2
30
-
-
-
-
z
Designing Customer Experiences for Organisations
2
30
-
-
-
-
z
Business Process Automation and Generative Artificial Intelligence
2
30
-
-
-
-
z
The History of Popular Music: Concepts, Genres, and Stars
2
30
-
-
-
-
z
Capital Punishment. History, Philosophy, Criminal Law
2
30
-
-
-
-
z
SOCIO-HUMANISTIC SUBJECT
ECTS
2
Credit
-
Number of hours:
Lecture
30 h
Przedmioty w module:
Social aspects of information technologies
ECTS
2
Credit
assessment
Number of hours:
Lecture
30 h
Styles in music
ECTS
2
Credit
assessment
Number of hours:
Lecture
30 h
Eat it with Sense - Food in Society
ECTS
2
Credit
assessment
Number of hours:
Lecture
30 h
Digital Transformation for Institutional and Societal Change
Download the subject card
File format PDF. File size approximately 50 kB
ECTS
2
Credit
assessment
Number of hours:
Lecture
30 h
Life Cycle Analysis (LCA) of everyday items
Download the subject card
File format PDF. File size approximately 50 kB
ECTS
2
Credit
assessment
Number of hours:
Lecture
30 h
Society of the Future: Social Policy, Generations and the Longevity Economy
ECTS
2
Credit
assessment
Number of hours:
Lecture
30 h
How to Save the Future? Humanity in the Age of Climate Crisis
Download the subject card
File format PDF. File size approximately 50 kB
ECTS
2
Credit
assessment
Number of hours:
Lecture
30 h
Businessplan
ECTS
2
Credit
assessment
Number of hours:
Lecture
30 h
Responsible Future: Technology, Entrepreneurship, and Sustainable Development
ECTS
2
Credit
assessment
Number of hours:
Lecture
30 h
History of building structures
ECTS
2
Credit
assessment
Number of hours:
Lecture
30 h
Civilisation and the environment
ECTS
2
Credit
assessment
Number of hours:
Lecture
30 h
Concrete in Culture, Architecture, and the Arts
Download the subject card
File format PDF. File size approximately 50 kB
ECTS
2
Credit
assessment
Number of hours:
Lecture
30 h
The history of the beer in Poland and around the world
ECTS
2
Credit
assessment
Number of hours:
Lecture
30 h
Cruise ships
Download the subject card
File format PDF. File size approximately 50 kB
ECTS
2
Credit
assessment
Number of hours:
Lecture
30 h
From Jesus Christ to O.J. Simpson - Famous Trials
ECTS
2
Credit
assessment
Number of hours:
Lecture
30 h
Children in criminal proceedings
ECTS
2
Credit
assessment
Number of hours:
Lecture
30 h
Camera, Action! The Courtroom: What Valuable Insights Can Be Drawn from Cinematic Narratives About Law and Lawyers?
ECTS
2
Credit
assessment
Number of hours:
Lecture
30 h
Public administration management
ECTS
2
Credit
assessment
Number of hours:
Lecture
30 h
The Language of Law and the Language of Religion: On the Non-Obvious Connections Between the “Two Laws”
ECTS
2
Credit
assessment
Number of hours:
Lecture
30 h
Cryptocurrencies and Artificial Intelligence: Finance of the Future
ECTS
2
Credit
assessment
Number of hours:
Lecture
30 h
Basics of Criminal Law
ECTS
2
Credit
assessment
Number of hours:
Lecture
30 h
Crime – Causes, Mechanisms and Consequences
ECTS
2
Credit
assessment
Number of hours:
Lecture
30 h
Organisational Management – A Simulation Game
ECTS
2
Credit
assessment
Number of hours:
Lecture
30 h
Inana/Ištar – goddess of heaven, earth, sex and sexuality – a portrait of Mesopotamian deity
ECTS
2
Credit
assessment
Number of hours:
Lecture
30 h
The same and yet different. Scandinavian depiction of the Western Slavs in the Middle Ages
ECTS
2
Credit
assessment
Number of hours:
Lecture
30 h
International Leadership and Decision-Making in Contemporary International Relations
ECTS
2
Credit
assessment
Number of hours:
Lecture
30 h
Religious and Worldview Diversity in Relation to Finance
ECTS
2
Credit
assessment
Number of hours:
Lecture
30 h
You aren't from my bubble. The other in the media discourse
ECTS
2
Credit
assessment
Number of hours:
Lecture
30 h
Turkey - more than just a holiday: society, politics and business
ECTS
2
Credit
assessment
Number of hours:
Lecture
30 h
Social Life in Proverbs and Aphorisms
ECTS
2
Credit
assessment
Number of hours:
Lecture
30 h
Sustainable management: ethics, inclusivity, ESG
ECTS
2
Credit
assessment
Number of hours:
Lecture
30 h
Designing Customer Experiences for Organisations
ECTS
2
Credit
assessment
Number of hours:
Lecture
30 h
Business Process Automation and Generative Artificial Intelligence
ECTS
2
Credit
assessment
Number of hours:
Lecture
30 h
The History of Popular Music: Concepts, Genres, and Stars
ECTS
2
Credit
assessment
Number of hours:
Lecture
30 h
Capital Punishment. History, Philosophy, Criminal Law
ECTS
2
Credit
assessment
Number of hours:
Lecture
30 h
Subjects from Specialization: Artificial Intelligence
Computer vision
4
30
-
15
15
-
e
Computer vision
Download the subject card
ECTS
4
Credit
exam
Number of hours:
Lecture
30 h
Laboratory
15 h
Project
15 h
6
-
-
-
-
-
z/e
Communication Software for Internet of Things
3
15
-
15
15
-
e
Classification Methods of Geoinformation Data
2
15
-
-
15
-
e
Modeling and prediction methods in biomedical processes
2
15
-
15
-
-
z
Advanced Processing of Telecommunications Signals
2
30
-
-
-
-
e
Next Generation Radio Communication Systems
2
30
-
-
-
-
e
Fundamentals of Optical Fibers and Photonics
2
15
-
15
-
-
z
Embedded System Architecture
3
30
-
15
-
-
z
Time series processing in databases
2
-
-
30
-
-
z
Agile IT Management
1
-
-
-
-
15
z
Multimedia in Scientific Communication
3
15
-
15
-
15
z
Automatics and Robotics in Sports
3
30
-
-
-
15
z
Manufacturing of semiconductor components
2
15
-
15
-
-
z
Embedded Systems Development Technology
3
15
-
15
15
-
z
Methods of Analyzing Scientific Research Results
2
15
-
15
-
-
z
Machine Learning in Sound and Image Engineering
2
15
-
15
-
-
z
Artificial Intelligence in Wireless Communications
2
15
-
-
15
-
z
Affective Computing
1
-
-
-
15
-
z
Quantum modeling of electronic components
2
15
-
15
-
-
z
Computational Techniques in Space Systems
3
15
-
15
15
-
z
Faculty Elective Module
ECTS
6
Credit
-
Number of hours:
Przedmioty w module:
Graph Algorithms
Download the subject card
File format PDF. File size approximately 50 kB
ECTS
6
Credit
exam
Number of hours:
Lecture
15 h
Seminar
15 h
Quantum Computing
Download the subject card
File format PDF. File size approximately 50 kB
ECTS
6
Credit
assessment
Number of hours:
Lecture
15 h
Exercises
15 h
Team Strategies
Download the subject card
File format PDF. File size approximately 50 kB
ECTS
6
Credit
exam
Number of hours:
Lecture
15 h
Project
15 h
Vision Systems of Autonomous Vehicles
Download the subject card
File format PDF. File size approximately 50 kB
ECTS
6
Credit
exam
Number of hours:
Lecture
15 h
Control and Monitoring of Processes
Download the subject card
File format PDF. File size approximately 50 kB
ECTS
6
Credit
assessment
Number of hours:
Lecture
15 h
Project
15 h
Deep Learning in Computer Vision
Download the subject card
File format PDF. File size approximately 50 kB
ECTS
6
Credit
exam
Number of hours:
Lecture
15 h
Laboratory
15 h
Intelligent Information Retrieval
Download the subject card
File format PDF. File size approximately 50 kB
ECTS
6
Credit
exam
Number of hours:
Lecture
15 h
Project
30 h
Communication Software for Internet of Things
Download the subject card
File format PDF. File size approximately 50 kB
ECTS
6
Credit
exam
Number of hours:
Lecture
15 h
Laboratory
15 h
Project
15 h
Classification Methods of Geoinformation Data
Download the subject card
File format PDF. File size approximately 50 kB
ECTS
6
Credit
exam
Number of hours:
Lecture
15 h
Project
15 h
Mobile Multimedia Applications
Download the subject card
File format PDF. File size approximately 50 kB
ECTS
6
Credit
assessment
Number of hours:
Lecture
15 h
Laboratory
15 h
Project
15 h
Networked Mobile Technologies
Download the subject card
File format PDF. File size approximately 50 kB
ECTS
6
Credit
exam
Number of hours:
Lecture
15 h
Laboratory
15 h
Deep Learning
Download the subject card
File format PDF. File size approximately 50 kB
ECTS
6
Credit
exam
Number of hours:
Lecture
30 h
Laboratory
15 h
Toxicology
Download the subject card
File format PDF. File size approximately 50 kB
ECTS
6
Credit
assessment
Number of hours:
Lecture
15 h
Seminar
15 h
Optical spectroscopy in medicine
Download the subject card
File format PDF. File size approximately 50 kB
ECTS
6
Credit
assessment
Number of hours:
Lecture
15 h
Project
15 h
Recording Technology I
Download the subject card
File format PDF. File size approximately 50 kB
ECTS
6
Credit
assessment
Number of hours:
Lecture
15 h
Laboratory
15 h
Multimedia Medical Systems
Download the subject card
File format PDF. File size approximately 50 kB
ECTS
6
Credit
assessment
Number of hours:
Seminar
15 h
Modeling and prediction methods in biomedical processes
ECTS
6
Credit
assessment
Number of hours:
Lecture
15 h
Laboratory
15 h
Selected Topics in Applied Optics
Download the subject card
File format PDF. File size approximately 50 kB
ECTS
6
Credit
exam
Number of hours:
Lecture
15 h
Exercises
15 h
VoIP Technology
Download the subject card
File format PDF. File size approximately 50 kB
ECTS
6
Credit
exam
Number of hours:
Lecture
15 h
Laboratory
15 h
Advanced Processing of Telecommunications Signals
Download the subject card
File format PDF. File size approximately 50 kB
ECTS
6
Credit
exam
Number of hours:
Lecture
30 h
Information Streams Control
Download the subject card
File format PDF. File size approximately 50 kB
ECTS
6
Credit
assessment
Number of hours:
Lecture
15 h
Laboratory
15 h
Next Generation Radio Communication Systems
Download the subject card
File format PDF. File size approximately 50 kB
ECTS
6
Credit
exam
Number of hours:
Lecture
30 h
Modern Trends in Microelectronics
Download the subject card
File format PDF. File size approximately 50 kB
ECTS
6
Credit
assessment
Number of hours:
Seminar
15 h
Continuous-Time Active Filters
Download the subject card
File format PDF. File size approximately 50 kB
ECTS
6
Credit
exam
Number of hours:
Lecture
15 h
Laboratory
15 h
Microelectronic Embedded Systems
Download the subject card
File format PDF. File size approximately 50 kB
ECTS
6
Credit
exam
Number of hours:
Lecture
15 h
Laboratory
15 h
Project
15 h
Integrated Transceiver Devices
Download the subject card
File format PDF. File size approximately 50 kB
ECTS
6
Credit
assessment
Number of hours:
Lecture
15 h
Laboratory
15 h
Deep learning
Download the subject card
File format PDF. File size approximately 50 kB
ECTS
6
Credit
exam
Number of hours:
Lecture
30 h
Laboratory
15 h
Fundamentals of Optical Fibers and Photonics
Download the subject card
File format PDF. File size approximately 50 kB
ECTS
6
Credit
assessment
Number of hours:
Lecture
15 h
Laboratory
15 h
Embedded System Architecture
ECTS
6
Credit
assessment
Number of hours:
Lecture
30 h
Laboratory
15 h
Time series processing in databases
ECTS
6
Credit
assessment
Number of hours:
Laboratory
30 h
Agile IT Management
ECTS
6
Credit
assessment
Number of hours:
Seminar
15 h
Multimedia in Scientific Communication
ECTS
6
Credit
assessment
Number of hours:
Lecture
15 h
Laboratory
15 h
Seminar
15 h
Automatics and Robotics in Sports
ECTS
6
Credit
assessment
Number of hours:
Lecture
30 h
Seminar
15 h
Manufacturing of semiconductor components
Download the subject card
File format PDF. File size approximately 50 kB
ECTS
6
Credit
assessment
Number of hours:
Lecture
15 h
Laboratory
15 h
Non-invasive measurement methods
Download the subject card
File format PDF. File size approximately 50 kB
ECTS
6
Credit
assessment
Number of hours:
Lecture
15 h
Laboratory
15 h
Embedded Systems Development Technology
Download the subject card
File format PDF. File size approximately 50 kB
ECTS
6
Credit
assessment
Number of hours:
Lecture
15 h
Laboratory
15 h
Project
15 h
Methods of Analyzing Scientific Research Results
Download the subject card
File format PDF. File size approximately 50 kB
ECTS
6
Credit
assessment
Number of hours:
Lecture
15 h
Laboratory
15 h
Machine Learning in Sound and Image Engineering
Download the subject card
File format PDF. File size approximately 50 kB
ECTS
6
Credit
assessment
Number of hours:
Lecture
15 h
Laboratory
15 h
Artificial Intelligence in Wireless Communications
Download the subject card
File format PDF. File size approximately 50 kB
ECTS
6
Credit
assessment
Number of hours:
Lecture
15 h
Project
15 h
Physical Layer Security
Download the subject card
File format PDF. File size approximately 50 kB
ECTS
6
Credit
assessment
Number of hours:
Lecture
15 h
Affective Computing
ECTS
6
Credit
assessment
Number of hours:
Project
15 h
Quantum modeling of electronic components
Download the subject card
File format PDF. File size approximately 50 kB
ECTS
6
Credit
assessment
Number of hours:
Lecture
15 h
Laboratory
15 h
Signal processing in FMCW radars
Download the subject card
File format PDF. File size approximately 50 kB
ECTS
6
Credit
assessment
Number of hours:
Laboratory
15 h
Unmanned Vehicle Technologies
Download the subject card
File format PDF. File size approximately 50 kB
ECTS
6
Credit
assessment
Number of hours:
Lecture
15 h
Laboratory
30 h
Computational Techniques in Space Systems
Download the subject card
File format PDF. File size approximately 50 kB
ECTS
6
Credit
assessment
Number of hours:
Lecture
15 h
Laboratory
15 h
Project
15 h
Cloud Environment Management
Download the subject card
File format PDF. File size approximately 50 kB
ECTS
6
Credit
assessment
Number of hours:
Lecture
15 h
Modele przyswajania technologii
Download the subject card
File format PDF. File size approximately 50 kB
ECTS
6
Credit
assessment
Number of hours:
Project
15 h
Semester: 3 (2026/2027 - summer)
ECTS
W
C
L
P
S
Credit
Subject Card
Interdisciplinary Elective Course
3
-
-
-
-
-
z/e
Interdisciplinary Elective Course
ECTS
3
Credit
-
Number of hours:
Przedmioty w module:
MSc Diploma Seminar
1
-
-
-
-
15
z
MSc Diploma Seminar
ECTS
1
Credit
assessment
Number of hours:
Seminar
15 h
Philosophy of knowledge and ethics
2
15
-
-
-
15
z
Philosophy of knowledge and ethics
ECTS
2
Credit
assessment
Number of hours:
Lecture
15 h
Seminar
15 h
Subjects from Specialization: Artificial Intelligence
Generative AI
3
15
-
15
15
-
z
Generative AI
ECTS
3
Credit
assessment
Number of hours:
Lecture
15 h
Laboratory
15 h
Project
15 h
Introduction to Bioinformatics
2
15
-
15
-
-
z
Introduction to Bioinformatics
ECTS
2
Credit
assessment
Number of hours:
Lecture
15 h
Laboratory
15 h
Explainable AI
2
15
-
-
15
-
e
Explainable AI
ECTS
2
Credit
exam
Number of hours:
Lecture
15 h
Project
15 h
Medical Telematics
2
15
-
-
15
-
z
Medical Telematics
ECTS
2
Credit
assessment
Number of hours:
Lecture
15 h
Project
15 h