Educational and scientific program «Intelligent Data Analysis»
Field of knowledge: F – Information technology
Specialty: F1 – Applied Mathematics
Qualification: Master’s degree in applied mathematics
Guarantor of the educational program: Haluza Oleksii Anatoliiovych
| № п/п | Title disciplines | The number of ECTS credits | The form of final control |
|---|---|---|---|
| 1.1 | Mandatory educational components | ||
| GT 1 | Innovative entrepreneurship and startup projectmanagement | 3 | Test |
| GT 2 | Foreign language by professional direction | 3 | Test |
| GT 3 | Intellectual Property | 3 | Test |
| 1.2 | Special (professional) training | ||
| PT 1 | Mathematical methods of machine learning 1 | 5 | Test |
| PT 2 | Incorrect data processing problems | 5 | Exam |
| PT 3 | Mathematical methods of machine learning 2 | 4 | Exam |
| PT 4 | Nonlinear processes and models | 4 | Exam |
| PT 5 | Metaheuristic optimization methods | 4 | Exam |
| 1.3 | Scientific training | ||
| ST 1 | Basics of the scientific research | 5 | Test |
| ST 2 | Modern Philosophical Problems of scientific cognition | 3 | Exam |
| ST 3 | Current issues in intelligent data analysis | 4 | Exam |
| ST 4 | Contemporary problems of applied mathematics | 5 | Exam |
| ST | Research practice | 11 | Test |
| ST | Certification | 19 | Defence |
| 2 | Elective educational components |
||
| 2.1 | Professional training |
||
| 2.1.1 | Profiled package of disciplines 01 “Intelligent Big Data Analysis” |
||
| OP1.1 | Methods and technologies of working with big data | 5 | Exam |
| OP1.2 | Graph data analysis | 6 | Exam |
| OP1.3 | Machine Learning Engineering | 5 | Exam |
| 2.1.2 | Profiled package of discipline 02 “Intelligent analysis of texts and images” |
||
| OP2.1 | Analysis and Synthesis of Natural Language Processing | 5 | Exam |
| OP2.2 | Methods of signal processing | 6 | Exam |
| OP2.3 | Methods of image processing | 5 | Exam |
| 2.2 | Disciplines of free choice of specialized trainin | ||
| OD2.1 | Discipline of specialized training 1 | 4 | Exam |
| OD2.2 | Discipline of specialized training 2 | 4 | Exam |
| 2.1.3 | ДDisciplines in Legal and Psychological studies according to the list | ||
| SB1 | Psychology-oriented course | 3 | Test |
| SB2 | Law-oriented course | 3 | Test |
| 2.1.4 | Elective disciplines of scientific and professional orientation (the list of disciplines is available on the department’s website) |
||
| OD2.4.1 | Discipline 1 | 4 | Test |
| OD2.4.2 | Discipline 2 | 4 | Test |
| OD2.4.3 | Discipline 3 | 4 | Exam |
| Загальна кількість за термін підготовки | 120 | ||
Elective courses for professional training are available at the following link.