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

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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 placed on the use of reinforced firewalls and backup Internet connections to increase the system's resistance to cyber threats and cyber attacks. Functionality of the system includes an intuitive interface with a number of interactive widgets, such as information about recently registered courses, uploading learning materials, an integrated calendar, displaying performance graphs and task lists. Users can quickly receive information about their progress and plan the next steps in the educational process. An important decision was to abandon the creation of our own corporate chat in favor of implementing ready-made solutions with a high level of security and support for teamwork. This allows you to significantly optimize the use of resources and focus on the development of the main functions of the system. In addition, the use of version control systems for effective project management is proposed, which allows isolating different stages of development and minimizing the risk of errors. The proposed concept of the corporate educational information system provides a comprehensive approach to the management of the educational process taking into account the requirements of modern technologies, increases the effectiveness of education and guarantees a high level of data security.