Artificial Intelligence (EN) - full-time - second-cycle studies

Semester 1

Compulsory courses

Course name	ECTS	Lecture	Tutorials	Laboratory	Projects
Biologically-inspired Algorithms and Models S2SI1E>AMIB	5	30h (E)		30h
Process Mining S2SI1E>EPR	4	30h (E)		30h
Multiobjective Optimization S2SI1E>OPW	3	15h		15h
Machine Perception S2SI1E>PMA	4	15h			45h
Basic health and safety training S2SI1E>BHP	0	4h
Multivariate Statistics S2SI1E>STA	4	30h (E)		30h
Program Synthesis S2SI1E>SPR	4	30h			30h
Machine Learning Theory S2SI1E>TUM	3	15h	15h
Applications of Artificial Intelligence in IT S2SI1E>ZSI	1	30h

Elective courses

Course name	ECTS	Tutorials
Elective course group S2SI1E_jezyk
Local Language - Polish S2SI1E>JPOL	2	30h
Communication in English S2SI1E>JANG	2	30h

Semester 2

Compulsory courses

Course name	ECTS	Lecture	Tutorials	Laboratory	Projects
Automated Machine Learning S2SI1E>AUM	5	30h		30h
Knowledge Extraction S2SI1E>EKW	3	15h (E)			15h
Scientific and Technical Writing S2SI1E>STW	2		30h
Research Lab S2SI1E>PRAC	2				45h
Mobile Application Development with AI Elements S2SI1E>PAM	4	30h		15h	15h
Pre-diploma Seminar S2SI1E>SEM1	2				30h
Introduction to Quantum Information and Quantum Machine Learning S2SI1E>KWA	4	30h (E)		15h	10h
Selected Topics in Natural Language Processing S2SI1E>PJN	2				30h

Elective courses

Course name	ECTS	Lecture	Laboratory
Elective course group S2SI1E_PO1
Information Theory Methods in Data Analysis S2SI1E>TIAD	3	15h	15h
Artificial Intelligence in Cryptography S2SI1E>SIK	3	15h	15h
Elective course group S2SI1E_PO2
Machine Learning Operations (MLOps) S2SI1E>NUM	3	15h	15h
Advanced Topics in Dimensionality Reduction S2SI1E>ZARW	3	15h	15h

Semester 3

Compulsory courses

Course name	ECTS	Lecture	Tutorials	Laboratory	Projects
Neuro-symbolic Integration S2SI1E>INS	2	15h			30h
Interpersonal Communication S2SI1E>KINT	2	10h	20h
Master's Thesis Preparation S2SI1E>PMGR	15				60h
Diploma Seminar S2SI1E>SEM2	2				30h
Artificial Intelligence in Biomedical Informatics S2SI1E>SIB	2	15h		15h

Elective courses

Course name	ECTS	Lecture	Tutorials	Laboratory
Elective course group S2SI1E_PO4
Machine Learning with Graphs S2SI1E>GUM	2	15h		15h
Constraint Programming S2SI1E>POG	2	15h		15h
Elective course group S2SI1E_PO3
IT innovations and humanity S2SI1E>ITH	3		30h
Introduction to Cognitive Science S2SI1E>KOG	3		30h
Elective course group S2SI1E_PO5
Data science and machine learning for e-commerce S2SI1E>NDUM	2	20h		20h
AI in Games S2SI1E>SIG	2	20h		20h

Semester 1

Compulsory courses

Course code: S2SI1E>AMIB

ECTS: 5

Number of hours:

Lecture: 30 (E)
Tutorials: 0
Laboratory: 30
Projects: 0
Other: 0

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Course code: S2SI1E>EPR

ECTS: 4

Number of hours:

Lecture: 30 (E)
Tutorials: 0
Laboratory: 30
Projects: 0
Other: 0

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Course code: S2SI1E>OPW

ECTS: 3

Number of hours:

Lecture: 15
Tutorials: 0
Laboratory: 15
Projects: 0
Other: 0

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Course code: S2SI1E>PMA

ECTS: 4

Number of hours:

Lecture: 15
Tutorials: 0
Laboratory: 0
Projects: 45
Other: 0

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Course code: S2SI1E>BHP

ECTS: 0

Number of hours:

Lecture: 4
Tutorials: 0
Laboratory: 0
Projects: 0
Other: 0

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Course code: S2SI1E>STA

ECTS: 4

Number of hours:

Lecture: 30 (E)
Tutorials: 0
Laboratory: 30
Projects: 0
Other: 0

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Course code: S2SI1E>SPR

ECTS: 4

Number of hours:

Lecture: 30
Tutorials: 0
Laboratory: 0
Projects: 30
Other: 0

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Course code: S2SI1E>TUM

ECTS: 3

Number of hours:

Lecture: 15
Tutorials: 15
Laboratory: 0
Projects: 0
Other: 0

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Course code: S2SI1E>ZSI

ECTS: 1

Number of hours:

Lecture: 30
Tutorials: 0
Laboratory: 0
Projects: 0
Other: 0

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Elective courses

Elective course group

Course code: S2SI1E>JPOL

ECTS: 2

Number of hours:

Lecture: 0
Tutorials: 30
Laboratory: 0
Projects: 0
Other: 0

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Course code: S2SI1E>JANG

ECTS: 2

Number of hours:

Lecture: 0
Tutorials: 30
Laboratory: 0
Projects: 0
Other: 0

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Semester 2

Compulsory courses

Course code: S2SI1E>AUM

ECTS: 5

Number of hours:

Lecture: 30
Tutorials: 0
Laboratory: 30
Projects: 0
Other: 0

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Course code: S2SI1E>EKW

ECTS: 3

Number of hours:

Lecture: 15 (E)
Tutorials: 0
Laboratory: 0
Projects: 15
Other: 0

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Course code: S2SI1E>STW

ECTS: 2

Number of hours:

Lecture: 0
Tutorials: 30
Laboratory: 0
Projects: 0
Other: 0

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Course code: S2SI1E>PRAC

ECTS: 2

Number of hours:

Lecture: 0
Tutorials: 0
Laboratory: 0
Projects: 45
Other: 0

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Course code: S2SI1E>PAM

ECTS: 4

Number of hours:

Lecture: 30
Tutorials: 0
Laboratory: 15
Projects: 15
Other: 0

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Course code: S2SI1E>SEM1

ECTS: 2

Number of hours:

Lecture: 0
Tutorials: 0
Laboratory: 0
Projects: 30
Other: 0

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Course code: S2SI1E>KWA

ECTS: 4

Number of hours:

Lecture: 30 (E)
Tutorials: 0
Laboratory: 15
Projects: 10
Other: 0

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Course code: S2SI1E>PJN

ECTS: 2

Number of hours:

Lecture: 0
Tutorials: 0
Laboratory: 0
Projects: 30
Other: 0

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Elective courses

Elective course group

Course code: S2SI1E>TIAD

ECTS: 3

Number of hours:

Lecture: 15
Tutorials: 0
Laboratory: 15
Projects: 0
Other: 0

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Course code: S2SI1E>SIK

ECTS: 3

Number of hours:

Lecture: 15
Tutorials: 0
Laboratory: 15
Projects: 0
Other: 0

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Elective course group

Course code: S2SI1E>NUM

ECTS: 3

Number of hours:

Lecture: 15
Tutorials: 0
Laboratory: 15
Projects: 0
Other: 0

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Course code: S2SI1E>ZARW

ECTS: 3

Number of hours:

Lecture: 15
Tutorials: 0
Laboratory: 15
Projects: 0
Other: 0

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Semester 3

Compulsory courses

Course code: S2SI1E>INS

ECTS: 2

Number of hours:

Lecture: 15
Tutorials: 0
Laboratory: 0
Projects: 30
Other: 0

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Course code: S2SI1E>KINT

ECTS: 2

Number of hours:

Lecture: 10
Tutorials: 20
Laboratory: 0
Projects: 0
Other: 0

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Course code: S2SI1E>PMGR

ECTS: 15

Number of hours:

Lecture: 0
Tutorials: 0
Laboratory: 0
Projects: 60
Other: 0

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Course code: S2SI1E>SEM2

ECTS: 2

Number of hours:

Lecture: 0
Tutorials: 0
Laboratory: 0
Projects: 30
Other: 0

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Course code: S2SI1E>SIB

ECTS: 2

Number of hours:

Lecture: 15
Tutorials: 0
Laboratory: 15
Projects: 0
Other: 0

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Elective courses

Elective course group

Course code: S2SI1E>GUM

ECTS: 2

Number of hours:

Lecture: 15
Tutorials: 0
Laboratory: 15
Projects: 0
Other: 0

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Course code: S2SI1E>POG

ECTS: 2

Number of hours:

Lecture: 15
Tutorials: 0
Laboratory: 15
Projects: 0
Other: 0

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Elective course group

Course code: S2SI1E>ITH

ECTS: 3

Number of hours:

Lecture: 0
Tutorials: 30
Laboratory: 0
Projects: 0
Other: 0

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Course code: S2SI1E>KOG

ECTS: 3

Number of hours:

Lecture: 0
Tutorials: 30
Laboratory: 0
Projects: 0
Other: 0

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Elective course group

Course code: S2SI1E>NDUM

ECTS: 2

Number of hours:

Lecture: 20
Tutorials: 0
Laboratory: 20
Projects: 0
Other: 0

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Course code: S2SI1E>SIG

ECTS: 2

Number of hours:

Lecture: 20
Tutorials: 0
Laboratory: 20
Projects: 0
Other: 0

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