Infopaket

Algorithms and methods of machine learning

ОК5

Обов’язкова дисципліна для ОП

Second

2023/2024

2 Semester

4

Have specialized computer science problem-solving skills necessary for conducting research and carrying out innovative activities to develop new knowledge and procedures. Develop a conceptual model of an information or computer system. Develop and apply mathematical methods for the analysis of information models. Develop mathematical models and methods of data analysis (including large data). Test the software. Conduct research in the field of computer science. Collect, formalize, systematize and analyze the needs and requirements for the information or computer system being developed, operated or supported. To analyze the current state and global trends in the development of computer sciences and information technologies. Create and research informational and mathematical models of systems and processes under investigation, including automation objects.

Distance form

1) mastery of methods and models of intelligent data analysis when solving problems of processing large data sets; 2) mastery of modern programming languages and tools for designing programs for solving scientific and applied problems.

The discipline is devoted to the theoretical principles of the application of the machine learning apparatus, to the definition of the range of tasks that can be solved with the help of machine learning; the principles of formulating the formulation of problems arising in practical activities for their solution using machine learning methods, the principles of using machine learning methods to solve a wide class of science and technology problems. Dedicated to the use of methods, approaches and algorithms of machine learning in information and analytical activities; competent choice of the best machine learning method suitable for a specific task; building machine learning models.

Lectures, practical activities, individual work, consultations

The credit is issued to the student based on the results of work during the semester. At the last practical lesson, a final modular test is conducted in the form of a final computer test with a final grade of up to 20 points. Upon receipt of the resulting final number of points from 60 and above, the student is assigned a credit. If the student wishes to improve his result if he has credit points, he has the right to take a credit for which 20 points are awarded, but the total number of points cannot exceed 100 points. Students who scored a total of fewer points than the critical calculated minimum - 36 points are not allowed to take the test. The recommended minimum for admission to the test is 48 points.

English