Elective Courses


To deepen professional knowledge (within the chosen educational professional program (EPP)) and acquire additional special professional competencies (within the specialty or related specialties in the same field of study), the National Technical University “Kharkiv Polytechnic Institute” ensures the realization of students’ right to choose educational courses, as provided by the Law of Ukraine “On Higher Education” (Clause 15 of Part 1 of Article 62).


The courses of free choice for professional training, which include specialized courses that determine the specialized preparation of the student within the chosen educational professional program, are necessary for fulfilling program requirements, ensuring special (professional training) competencies, and are aimed at improving the student’s employability in their chosen specialty.


The educational components chosen by the student are approved by the dean/director of the Faculty/Educational and Scientific institute where the student studies, as an integral part of the student’s individualization of instruction plan.


The curriculum provides for the student to choose educational components in an amount of at least 25% of the total number of ECTS credits. The academic process plan and the educational components of the relevant educational professional programs can be found on the department’s website in the “List of Components”


You can view the elective blocks of the relevant educational professional program using the links below

Elective components of the educational professional program INTELLIGENT DATA ANALYSIS of the first (bachelor's) level of higher education in specialty F1-Applied Mathematics

List of components of the educational professional program “Intelligent Data Analysis” of the first (bachelor’s) level of higher education in specialty F1-Applied Mathematics includes a block of general and professional elective courses.

General courses from the socio-humanitarian cycle are selected by the student from the list of available university-wide disciplines before the beginning of the academic year.

Professional courses from the cycle of professional and practical training are chosen from departmental and institute courses, including those from related specialties. Professional electives appear in the curriculum starting from the second year of study. The list is updated annually.

Elective Blocks for General Preparation (Minor)

Block 1 “Project Analysis and Management”
✔️ IT Management
✔️ Foundations of Business Analytics

Block 2 “Law and Intellectual Property”
✔️ Foundations of Cybersecurity
✔️ IT Law

Elective Blocks for Professional Training (Major)

Block 1 “Intelligent Analysis of Big Data”
✔️ Algorithmic Languages (Elective)
✔️ Case Studies and Stochastic Systems
✔️ Theory of Database Design
✔️ Software Development
✔️ Project 3
✔️ Project 4
✔️ Big Data Infrastructure and Management
✔️ Predictive Analysis
✔️ Text Information Processing and Analysis
✔️ Mathematical Methods of Computer Vision
✔️ Deep Learning Methods

Block 2 “Intelligent Business Analysis”
✔️ Algorithmic Languages (Elective)
✔️ Analysis of Software System Requirements
✔️ Databases and Information Systems
✔️ Models and Data Visualization
✔️ Project 3
✔️ System Development Lifecycle
✔️ Project 4
✔️ Predictive Analysis
✔️ Business Process Analysis and Management
✔️ Financial and Actuarial Mathematics
✔️ Risk Analysis


Students of the Department of Computer Mathematics and Data Analysis exercise their right to choose educational components during the spring semester preceding the academic year in which their study is planned.


ATTENTION! Only 2nd-year students of the first (bachelor’s) level of higher education in specialty F1-Applied Mathematics can undergo the selection process.

SURVEY FORM

Elective components of the educational professional program INTELLIGENT DATA ANALYSIS of the second (master's 1.4) level of higher education in specialty F1-Applied Mathematics

The academic process plan and the educational components can be found on the department’s website in the section List of components.

Elective courses are divided into:

Profiled package of courses – a set of logically and functionally related courses that includes professional training courses that determine the specialized preparation of the student within the chosen educational professional program, necessary for fulfilling program requirements, ensuring special (professional) competencies, and aimed at improving the student’s employability in their chosen specialty.

List of elective components for professional training – includes professional courses that determine the specialized preparation of the student within the chosen educational program, necessary for fulfilling program requirements, ensuring special (professional) competencies, and aimed at improving employability.

Profiled packages of courses

01 “Intelligent Data Analysis”
✔️ Methods and Technologies of Working with Big Data
✔️ Graph Data Analysis
✔️ Machine Learning Engineering
✔️ Blockchain Technology

02 “Intelligent Analysis of Texts, Signals, and Images”
✔️ Analysis and Synthesis of Natural Language Processing
✔️ Signal Processing Methods
✔️ Image Processing Methods
✔️ Deep Multi-task and Meta-Learning

Elective components for professional training
(choose two components from the list)


✔️ Financial and Actuarial Mathematics
✔️ Modular Software Testing
✔️ Service-Oriented and High-Performance Distributed Computing
✔️ Theory and Methods of Social Engineering in Cybersecurity
✔️ Novel Information Security Technologies
✔️ Information Technologies for the Analysis of Large Heterogeneous Data

Elective components for general preparation
(choose two packages out of three, and select one discipline from each chosen package)

Ukrainian educational component
✔️ Ethnic Processes in Ukraine
✔️ History of Slobozhanshchyna Culture
✔️ History of Ukrainian Statehood

Psychology-focused educational component
✔️ Psychology of Leadership in Business
✔️ Psychology of Leadership in Education
✔️ The Foundations of Professional Psychology

Law-focused educational component
✔️ Legal Regulation of Innovation Activity
✔️ Information Law
✔️ Copyright and Related Rights

Students of the Department of Computer Mathematics and Data Analysis, specifically those enrolled in the EPP “Master,” exercise their right to choose educational components during the first two weeks of the autumn semester.

SURVEY FORM

Elective components of the educational and research program INTELLIGENT DATA ANALYSIS of the second (master's 1.9) level of higher education in specialty F1-Applied Mathematics

The academic process plan and the educational components can be found on the department’s website in the section List of components.

Elective courses are divided into:

Profiled package – a set of logically and functionally related courses, which includes professional training courses that determine the specialized preparation of the student within the chosen educational program, are necessary for fulfilling program requirements, ensuring special (professional) competencies, and are aimed at improving the student’s employability in the chosen field.


List of elective courses for professional training – includes professional training courses that determine the specialized preparation of the student within the chosen educational program, are necessary for fulfilling program requirements, ensuring special (professional) competencies, and are aimed at improving the student’s employability in the chosen field.

Profiled packages of courses 

01 “Intelligent analysis of big data”
✔️ Methods and technologies of working with big data
✔️ Graph data analysis
✔️ Machine learning engineering

02 “Intelligent analysis of texts and images”
✔️ Analysis and synthesis of natural language processing
✔️ Signal processing methods
✔️ Image processing methods

 Elective components for professional training
(choose two components from the list)

… [ОБРЕЗАНО ДЛЯ КРАТКОСТИ: структура аналогична предыдущему шаблону с обновлёнными ссылками и переводом]

Students of the Department of Computer Mathematics and Data Analysis, specifically those enrolled in the EPP “Master,” exercise their right to choose educational components during the first two weeks of the autumn semester.

SURVEY FORM  

You can find the regulation on the procedure for students to exercise the right to choose educational components at the National Technical University “Kharkiv Polytechnic Institute” by following the link.