|
Proceedings of International Conference on Applied Innovation in IT 2025/04/26, Volume 13, Issue 1, pp.223-229 Intelligent Learning Support SystemEugene Karashevych, Svitlana Sulima and Mariia SkulyshAbstract: Modern educational processes require automation to improve learning efficiency. The use of artificial intelligence (AI) allows to optimize the management of the learning process, increase the personalization of learning, and automate assessment. In the context of digitalization of education and the growing role of distance learning, it is important to create adaptive systems that meet the needs of students and teachers. Thus, the aim of the work is to develop and implement a web service that will support the learning process by automating the generation of test tasks, checking answers, and integrating with learning systems. A machine learning module has been implemented to automatically analyze student work (grading, checking for uniqueness). Natural language processing (NLP) was used to analyze student responses and create adaptive content. Automatic generation of test tasks based on learning materials is implemented, which increases the personalization of learning. Standard assessment systems (e.g., Moodle testing) are often limited to multiple choice, while the use of semantic analysis allows you to evaluate creative tasks and open-ended answers without manual verification by the teacher. Most LMS systems (Moodle, Google Classroom) provide standard content for all students, while the developed system adapts to the needs of a particular user, increasing the efficiency of learning. Instead of creating another isolated LMS system, the platform is designed with a flexible API that allows it to be easily integrated into existing educational solutions (for example, university portals). Keywords: Automated System, Artificial Intelligence, Web Application, Adaptive Learning, Task Analysis, Test Generation, Educational Process Support, Individualisation of Learning, Educational Technologies. DOI: Under Indexing Download: PDF References:
|
|
Proceedings of the International Conference on Applied Innovations in IT by Anhalt University of Applied Sciences is licensed under CC BY-SA 4.0
This work is licensed under a Creative Commons Attribution-ShareAlike 4.0 International License
ISSN 2199-8876
Publisher: Edition Hochschule Anhalt
Location: Anhalt University of Applied Sciences
Email: leiterin.hsb@hs-anhalt.de
Phone: +49 (0) 3496 67 5611
Address: Building 01 - Red Building, Top floor, Room 425, Bernburger Str. 55, D-06366 Köthen, Germany
Except where otherwise noted, all works and proceedings on this site is licensed under Creative Commons Attribution-ShareAlike 4.0 International License.
