Artificial Intelligence and Machine Learning - full-time, starting in summer sem., Artificial Intelligence and Machine Learning

Specialisation

Assesment methods:

C - credits are awarded based on continous assessment

E - credits are awarded based on continous assessment and final exam

Semester 1

Course unit code Course unit title ECTS L T Lab P S O Exam
Total of credits 30.0   Total of teaching hours 463
02 53 5188 00 Algorithms and Mathematics of Machine Learning 5 30 25 C
02 58 6172 00 Artificial Intelligence Fundamentals 6 25 25 15 E
02 95 6144 01 Ethical and Legal Aspects of Artificial Intelligence 2 15 C
02 58 6174 00 Machine Learning Fundamentals 6 30 30 C
02 94 6109 00 Occupational Health and Safety Procedures 0 1 C
02 53 5187 00 Optimization Methods 3 15 15 C
02 93 5873 00 Social and Economic Impact of Digital Revolution 3 15 C
02 01 6248 00 Statistics in Data Analysis 5 30 15 C
07 86 0008 00 Student Rights and Obligations 0 1 C
02 93 5864 00 Training of Library 0 1 C

Semester 2

Course unit code Course unit title ECTS L T Lab P S O Exam
Total of credits 30.0   Total of teaching hours 470
02 58 6173 00 Artificial Intelligence Concepts 6 30 30 E
02 58 6176 00 Deep Learning Fundamentals 6 30 15 30 E
02 40 6190 00 Digital Image Analysis 6 30 30 C
02 01 6249 00 Methods of Probabilistic Data Analysis 4 15 30 C
02 58 6177 00 Reinforcement Learning 3 10 25 C
02 58 6175 00 Unsupervised Learning 5 30 6 14 C

Semester 3

Course unit code Course unit title ECTS L T Lab P S O Exam
Total of credits 30.0   Total of teaching hours 195
02 58 6178 00 Deep Neural Networks 5 30 10 15 C
22 91 0630 10 Foreign Language - Scientific Skills 2 45 C
02 96 6278 00 Team Project 5 10 C
set 2 of elective courses Elective Courses 1 7
set 2 of elective courses Elective Courses 2 5
set 2 of elective courses Elective Courses 3 6

set 2 of elective courses - Elective Courses 1

Course unit code Course unit title ECTS L T Lab P S O Exam
02 58 6179 00 Machine Learning for IoT Devices 7 30 45 C
02 59 6333 00 Analytical Processing - Big Data 7 30 45 C

set 2 of elective courses - Elective Courses 2

Course unit code Course unit title ECTS L T Lab P S O Exam
02 57 6214 00 Human-AI Collaboration Systems 5 15 4 21 C
02 58 6180 00 Deep Reinforcement Learning 5 15 4 21 C

set 2 of elective courses - Elective Courses 3

Course unit code Course unit title ECTS L T Lab P S O Exam
02 36 6276 00 Signal Analysis Fundamentals 6 20 20 20 C
02 58 6181 00 Intelligent Text Analysis 6 20 20 20 C

Semester 4

Course unit code Course unit title ECTS L T Lab P S O Exam
Total of credits 27.0   Total of teaching hours 122
02 98 6152 00 Final Project 20 C
02 86 6153 00 Final Project Seminar 3 30 C
02 99 5043 00 Internship 3 C
02 96 6279 00 Research Project 4 10 C