DEVELOPMENT OF A CORPORATE EDUCATIONAL INFORMATION SYSTEM WITH THE HELP OF MACHINE LEARNING METHODS AND METHODS OF ENSURING INFORMATION SECURITY

The article presents the concept and technical aspects of the development of a corporate educational information system using machine learning methods and modern approaches to ensuring information security. The proposed solution is aimed at educational institutions and provides adaptive management of the educational process, optimization of resources and increased information security. The main emphasis is on the development of the system architecture, which includes the efficient placement of servers, the use of containerization technology, system monitoring, version control, and the application of security protocols to protect data and the system as a whole. The use of two servers is proposed: one for basic computing tasks, data storage and support of basic services, and the other for backup, monitoring and protection against unauthorized access. To increase the flexibility and scalability of the system, Docker containerization technology is used, which allows isolating processes and simplifies integration with cloud services. An important component is the integration of external monitoring, which provides control over the availability of services in real time. Emphasis is also p