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 460 | |||||||||
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 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 |
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 | E | |||||
02 99 5043 00 | Internship | 3 | C | ||||||
02 96 6279 00 | Research Project | 4 | 10 | C |