title: Ð Ð°Ð·ÑÐ°Ð±Ð¾ÑÐºÐ° Ð¼Ð¾Ð´ÑÐ»Ñ ÑÐµÐºÐ¾Ð¼ÐµÐ½Ð´Ð°ÑÐ¸Ð¹ Ð¾Ð½Ð»Ð°Ð¹Ð½-ÐºÑÑÑÐ¾Ð² Ð´Ð»Ñ ÑÐ¸ÑÑÐµÐ¼ Ð¿Ð¾Ð´Ð´ÐµÑÐ¶ÐºÐ¸ Ð¾Ð±ÑÐ°Ð·Ð¾Ð²Ð°ÑÐµÐ»ÑÐ½Ð¾Ð³Ð¾ Ð¿ÑÐ¾ÑÐµÑÑÐ°
title: Ð²ÑÐ¿ÑÑÐºÐ½Ð°Ñ ÐºÐ²Ð°Ð»Ð¸ÑÐ¸ÐºÐ°ÑÐ¸Ð¾Ð½Ð½Ð°Ñ ÑÐ°Ð±Ð¾ÑÐ° Ð±Ð°ÐºÐ°Ð»Ð°Ð²ÑÐ°
titleType: Subtitle
title: Development of a module for online course recommendations for educational support systems
Creators: name: Ð¨ÑÐ¼ÐµÐµÐ²Ð°, ÐÐºÐ°ÑÐµÑÐ¸Ð½Ð°
Publisher: name: Ð¡Ð°Ð½ÐºÑ-ÐÐµÑÐµÑÐ±ÑÑÐ³ÑÐºÐ¸Ð¹ Ð¿Ð¾Ð»Ð¸ÑÐµÑÐ½Ð¸ÑÐµÑÐºÐ¸Ð¹ ÑÐ½Ð¸Ð²ÐµÑÑÐ¸ÑÐµÑ ÐÐµÑÑÐ° ÐÐµÐ»Ð¸ÐºÐ¾Ð³Ð¾
Year: 2020
Subjects: ÑÐµÐºÐ¾Ð¼ÐµÐ½Ð´Ð°ÑÐµÐ»ÑÐ½ÑÐµ ÑÐ¸ÑÑÐµÐ¼Ñ
ÐºÐ¾Ð½ÑÐµÐ½ÑÐ½Ð°Ñ ÑÐ¸Ð»ÑÑÑÐ°ÑÐ¸Ñ
ÐÐÐÐ-Ð¿Ð»Ð°ÑÑÐ¾ÑÐ¼Ð°
Ð»ÐµÐ¼Ð¼Ð°ÑÐ¸Ð·Ð°ÑÐ¸Ñ
TF-IDF
LDA
recommender system
content-based filtering
MOOC platforms
lemmatization

description: ÐÑÐ¿ÑÑÐºÐ½Ð°Ñ ÐºÐ²Ð°Ð»Ð¸ÑÐ¸ÐºÐ°ÑÐ¸Ð¾Ð½Ð½Ð°Ñ ÑÐ°Ð±Ð¾ÑÐ° Ð¿Ð¾ÑÐ²ÑÑÐµÐ½Ð° ÑÐ°Ð·ÑÐ°Ð±Ð¾ÑÐºÐµ Ð¼Ð¾Ð´ÑÐ»Ñ ÑÐµÐºÐ¾Ð¼ÐµÐ½Ð´Ð°ÑÐ¸Ð¹ Ð¾Ð½Ð»Ð°Ð¹Ð½-ÐºÑÑÑÐ¾Ð² Ð´Ð»Ñ ÑÐ¸ÑÑÐµÐ¼ Ð¿Ð¾Ð´Ð´ÐµÑÐ¶ÐºÐ¸ Ð¾Ð±ÑÐ°Ð·Ð¾Ð²Ð°ÑÐµÐ»ÑÐ½Ð¾Ð³Ð¾ Ð¿ÑÐ¾ÑÐµÑÑÐ°. 
Ð ÐµÐºÐ¾Ð¼ÐµÐ½Ð´Ð°ÑÐµÐ»ÑÐ½ÑÐµ ÑÐ¸ÑÑÐµÐ¼Ñ â Ð¿ÑÐ¾Ð³ÑÐ°Ð¼Ð¼Ñ, ÐºÐ¾ÑÐ¾ÑÑÐµ Ð¿ÑÐµÐ´ÑÐºÐ°Ð·ÑÐ²Ð°ÑÑ, ÐºÐ°ÐºÐ¸Ðµ Ð¾Ð±ÑÐµÐºÑÑ Ð±ÑÐ´ÑÑ Ð¸Ð½ÑÐµÑÐµÑÐ½Ñ Ð¿Ð¾Ð»ÑÐ·Ð¾Ð²Ð°ÑÐµÐ»Ñ, Ð¸ÑÑÐ¾Ð´Ñ Ð¸Ð· Ð¸Ð½ÑÐ¾ÑÐ¼Ð°ÑÐ¸Ð¸ Ð¾ ÐµÐ³Ð¾ Ð¿ÑÐ¾ÑÐ¸Ð»Ðµ Ð¸ Ð¾Ð±ÑÐµÐºÑÐ°Ñ. Ð¢ÐµÐ¼Ð° ÑÐµÐºÐ¾Ð¼ÐµÐ½Ð´Ð°ÑÐµÐ»ÑÐ½ÑÑ ÑÐ¸ÑÑÐµÐ¼ Ð°ÐºÑÐ¸Ð²Ð½Ð¾ Ð¸ÑÑÐ»ÐµÐ´ÑÐµÑÑÑ Ð¿Ð¾ÑÐ»ÐµÐ´Ð½Ð¸Ðµ Ð´ÐµÑÑÑÐ¸Ð»ÐµÑÐ¸Ñ. ÐÐ½Ð° ÑÐ¸ÑÐ¾ÐºÐ¾ Ð¿ÑÐ¸Ð¼ÐµÐ½Ð¸Ð¼Ð° Ð½Ð° Ð¿ÑÐ°ÐºÑÐ¸ÐºÐµ, Ð² ÑÐ¾Ð¼ ÑÐ¸ÑÐ»Ðµ Ð² ÐºÐ¾Ð¼Ð¼ÐµÑÑÐ¸Ð¸, ÑÑÐ¾ Ð·Ð½Ð°ÑÐ¸ÑÐµÐ»ÑÐ½Ð¾ ÑÑÐ¸Ð¼ÑÐ»Ð¸ÑÑÐµÑ ÐµÐµ ÑÐ°Ð·Ð²Ð¸ÑÐ¸Ðµ, ÐºÐ°Ðº Ð² Ð¿Ð»Ð°Ð½Ðµ ÑÐµÐ¾ÑÐµÑÐ¸ÑÐµÑÐºÐ¸Ñ Ð¸ÑÑÐ»ÐµÐ´Ð¾Ð²Ð°Ð½Ð¸Ð¹, ÑÐ°Ðº Ð¸ Ð² Ð²Ð¸Ð´Ðµ Ð¿ÑÐ°ÐºÑÐ¸ÑÐµÑÐºÐ¸Ñ Ð·Ð°Ð´Ð°Ñ.
Ð ÑÐ¾Ð´Ðµ ÑÐ°Ð±Ð¾ÑÑ Ð±ÑÐ» Ð²ÑÐ¿Ð¾Ð»Ð½ÐµÐ½ Ð°Ð½Ð°Ð»Ð¸Ð· Ð¼ÐµÑÐ¾Ð´Ð¾Ð² Ð¿Ð¾ÑÑÑÐ¾ÐµÐ½Ð¸Ñ ÑÐµÐºÐ¾Ð¼ÐµÐ½Ð´Ð°ÑÐµÐ»ÑÐ½ÑÑ ÑÐ¸ÑÑÐµÐ¼ Ð¸ ÑÑÑÐµÑÑÐ²ÑÑÑÐ¸Ñ ÑÐµÑÐµÐ½Ð¸Ð¹ Ð² ÑÑÐ¾Ð¹ ÑÑÐµÑÐµ. ÐÑÐ¸ ÑÐ°Ð·ÑÐ°Ð±Ð¾ÑÐºÐµ ÑÐ¸ÑÑÐµÐ¼Ñ Ð±ÑÐ»Ð¸ Ð¿ÑÐ¾Ð°Ð½Ð°Ð»Ð¸Ð·Ð¸ÑÐ¾Ð²Ð°Ð½Ñ Ð´Ð²Ð° ÑÐ°Ð·Ð»Ð¸ÑÐ½ÑÑ Ð¿Ð¾Ð´ÑÐ¾Ð´Ð° Ð² Ð¾Ð±Ð»Ð°ÑÑÐ¸ ÐºÐ¾Ð½ÑÐµÐ½ÑÐ½ÑÑ ÑÐµÐºÐ¾Ð¼ÐµÐ½Ð´Ð°ÑÐµÐ»ÑÐ½ÑÑ ÑÐ¸ÑÑÐµÐ¼. Ð ÐµÐ·ÑÐ»ÑÑÐ°ÑÐ¾Ð¼ Ð²ÑÐ¿Ð¾Ð»Ð½ÐµÐ½Ð¸Ñ ÑÐ°Ð±Ð¾ÑÑ ÑÐ²Ð»ÑÐµÑÑÑ ÑÐ°Ð·ÑÐ°Ð±Ð¾ÑÐ°Ð½Ð½ÑÐ¹ Ð¼Ð¾Ð´ÑÐ»Ñ, Ð¿Ð¾Ð´Ð±Ð¸ÑÐ°ÑÑÐ¸Ð¹ ÑÐµÐºÐ¾Ð¼ÐµÐ½Ð´Ð°ÑÐ¸Ð¸ Ð¸ÑÑÐ¾Ð´Ñ Ð¸Ð· Ð°Ð½Ð°Ð»Ð¸Ð·Ð° Ð¾Ð±ÑÐ°Ð·Ð¾Ð²Ð°ÑÐµÐ»ÑÐ½ÑÑ Ð¿ÑÐ¾Ð³ÑÐ°Ð¼Ð¼.
description: Bachelor's thesis is dedicated to the development of online-course reccomendation module for the educational support systems.
Reccomendation system is a program capable of predicting user's preference objects, basing it`s predictions on his profile and objects. The issue of reccomendation systems has been widely investigated last decades, because recommendation systems can be applied very often. Possibility of using them in commerce significantly stimulates their development both in theoretical researches and in practical tasks. 
During the work recommendation system constructing methods and already existing solutions in this question were analyzed. Two different approaches in the field of content recommendation systems were analyzed when developing the system. Developed module, selecting recommendations on the basis of educational program analysis, is the result of the work.