title: Ð Ð°Ð·ÑÐ°Ð±Ð¾ÑÐºÐ° ÑÐµÑÐ²Ð¸ÑÐ° Ñ ÑÐµÐºÐ¾Ð¼ÐµÐ½Ð´Ð°ÑÐµÐ»ÑÐ½Ð¾Ð¹ ÑÐ¸ÑÑÐµÐ¼Ð¾Ð¹ Ð¿Ð¾ Ð¼ÐµÑÑÐ°Ð¼ ÐºÑÐ»ÑÑÑÑÐ½Ð¾Ð³Ð¾ Ð¾ÑÐ´Ñ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 service with a recommendation system for places of cultural recreation
Creators: name: Ð£Ð»ÑÑÐ½Ð¾Ð², ÐÐ½Ð´ÑÐµÐ¹
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: 2022
Subjects: ÑÐµÐºÐ¾Ð¼ÐµÐ½Ð´Ð°ÑÐµÐ»ÑÐ½Ð°Ñ ÑÐ¸ÑÑÐµÐ¼Ð°
ÐºÐ¾Ð»Ð»Ð°Ð±Ð¾ÑÐ°ÑÐ¸Ð²Ð½Ð°Ñ ÑÐ¸Ð»ÑÑÑÐ°ÑÐ¸Ñ
ÐºÐ¾Ð½ÑÐµÐ½ÑÐ½Ð°Ñ ÑÐ¸Ð»ÑÑÑÐ°ÑÐ¸Ñ
Ð³Ð¸Ð±ÑÐ¸Ð´Ð½Ð°Ñ Ð¼Ð¾Ð´ÐµÐ»Ñ
recommendation system
collaborative filtering
content filtering
hybrid model

description: Ð¢ÐµÐ¼Ð° Ð²ÑÐ¿ÑÑÐºÐ½Ð¾Ð¹ ÐºÐ²Ð°Ð»Ð¸ÑÐ¸ÐºÐ°ÑÐ¸Ð¾Ð½Ð½Ð¾Ð¹ ÑÐ°Ð±Ð¾ÑÑ: Â«Ð Ð°Ð·ÑÐ°Ð±Ð¾ÑÐºÐ° ÑÐµÑÐ²Ð¸ÑÐ° Ñ ÑÐµÐºÐ¾Ð¼ÐµÐ½Ð´Ð°ÑÐµÐ»ÑÐ½Ð¾Ð¹ ÑÐ¸ÑÑÐµÐ¼Ð¾Ð¹ Ð¿Ð¾ Ð¼ÐµÑÑÐ°Ð¼ ÐºÑÐ»ÑÑÑÑÐ½Ð¾Ð³Ð¾ Ð¾ÑÐ´ÑÑÐ°Â». ÐÐ°Ð½Ð½Ð°Ñ ÑÐ°Ð±Ð¾ÑÐ° Ð¿Ð¾ÑÐ²ÑÑÐµÐ½Ð° ÑÐ°Ð·ÑÐ°Ð±Ð¾ÑÐºÐµ Ð°Ð»Ð³Ð¾ÑÐ¸ÑÐ¼Ð° ÑÐµÐºÐ¾Ð¼ÐµÐ½Ð´Ð°ÑÐµÐ»ÑÐ½Ð¾Ð¹ ÑÐ¸ÑÑÐµÐ¼Ñ Ð¿Ð¾ Ð¼ÐµÑÑÐ°Ð¼ ÐºÑÐ»ÑÑÑÑÐ½Ð¾Ð³Ð¾ Ð¾ÑÐ´ÑÑÐ° Ð´Ð»Ñ Ð²ÐµÐ±-ÑÐµÑÐ²Ð¸ÑÐ°. ÐÐ°Ð´Ð°ÑÐ¸, ÐºÐ¾ÑÐ¾ÑÑÐµ ÑÐµÑÐ°Ð»Ð¸ÑÑ Ð² ÑÐ¾Ð´Ðµ ÑÐ°Ð·ÑÐ°Ð±Ð¾ÑÐºÐ¸: ÐÐ·ÑÑÐµÐ½Ð¸Ðµ Ð¼ÐµÑÐ¾Ð´Ð¾Ð² ÑÐµÐºÐ¾Ð¼ÐµÐ½Ð´Ð°ÑÐµÐ»ÑÐ½Ð¾Ð¹ ÑÐ¸ÑÑÐµÐ¼Ñ, Ð°Ð½Ð°Ð»Ð¸Ð· Ð¾Ð±Ð»Ð°ÑÑÐ¸ Ð¿ÑÐ¸Ð¼ÐµÐ½ÐµÐ½Ð¸Ñ, Ð¿ÑÐµÐ¸Ð¼ÑÑÐµÑÑÐ² Ð¸ Ð½ÐµÐ´Ð¾ÑÑÐ°ÑÐºÐ¾Ð². ÐÑÐ±Ð¾Ñ Ð¾Ð¿ÑÐ¸Ð¼Ð°Ð»ÑÐ½Ð¾Ð³Ð¾ Ð¼ÐµÑÐ¾Ð´Ð° ÑÐµÐºÐ¾Ð¼ÐµÐ½Ð´Ð°ÑÐµÐ»ÑÐ½Ð¾Ð¹ ÑÐ¸ÑÑÐµÐ¼Ñ Ñ ÑÑÐµÑÐ¾Ð¼ Ð¾Ð³ÑÐ°Ð½Ð¸ÑÐµÐ½Ð¸Ð¹, Ð½Ð°ÐºÐ»Ð°Ð´ÑÐ²Ð°ÐµÐ¼ÑÑ Ð¸ÑÑÐ¾Ð´Ð½ÑÐ¼Ð¸ Ð´Ð°Ð½Ð½ÑÐ¼Ð¸. Ð Ð°Ð·ÑÐ°Ð±Ð¾ÑÐºÐ° Ð°Ð»Ð³Ð¾ÑÐ¸ÑÐ¼Ð°, ÑÑÐ¸ÑÑÐ²Ð°ÑÑÐµÐ³Ð¾ Ð¿ÑÐµÐ´Ð¿Ð¾ÑÑÐµÐ½Ð¸Ñ Ð¿Ð¾Ð»ÑÐ·Ð¾Ð²Ð°ÑÐµÐ»Ñ. Ð¡Ð¾Ð·Ð´Ð°Ð½Ð¸Ðµ Ð²ÐµÐ±-ÑÐµÑÐ²Ð¸ÑÐ° Ñ Ð¸Ð½ÑÐµÐ³ÑÐ°ÑÐ¸ÐµÐ¹ ÑÐ°Ð·ÑÐ°Ð±Ð¾ÑÐ°Ð½Ð½Ð¾Ð³Ð¾ Ð°Ð»Ð³Ð¾ÑÐ¸ÑÐ¼Ð° Ð¸ ÑÑÐ½ÐºÑÐ¸ÑÐ¼Ð¸, Ð½ÐµÐ¾Ð±ÑÐ¾Ð´Ð¸Ð¼ÑÐ¼Ð¸ Ð´Ð»Ñ ÑÐ°Ð±Ð¾ÑÑ Ð¿Ð¾Ð»ÑÐ·Ð¾Ð²Ð°ÑÐµÐ»Ñ. Ð ÑÐµÐ·ÑÐ»ÑÑÐ°ÑÐµ Ð²ÑÐ¿ÑÑÐºÐ½Ð¾Ð¹ ÐºÐ²Ð°Ð»Ð¸ÑÐ¸ÐºÐ°ÑÐ¸Ð¾Ð½Ð½Ð¾Ð¹ ÑÐ°Ð±Ð¾ÑÑ Ð±ÑÐ» ÑÐ°Ð·ÑÐ°Ð±Ð¾ÑÐ°Ð½ Ð²ÐµÐ±-ÑÐµÑÐ²Ð¸Ñ Ñ ÑÐµÐºÐ¾Ð¼ÐµÐ½Ð´Ð°ÑÐµÐ»ÑÐ½Ð¾Ð¹ ÑÐ¸ÑÑÐµÐ¼Ð¾Ð¹, Ð² ÐºÐ¾ÑÐ¾ÑÐ¾Ð¼ Ð¿Ð¾Ð»ÑÐ·Ð¾Ð²Ð°ÑÐµÐ»Ñ Ð¼Ð¾Ð¶ÐµÑ Ð½Ðµ ÑÐ¾Ð»ÑÐºÐ¾ Ð¾ÑÐµÐ½Ð¸Ð²Ð°ÑÑ Ð¼ÐµÑÑÐ° Ð¸ Ð¿ÑÐ¾ÑÐ¼Ð°ÑÑÐ¸Ð²Ð°ÑÑ Ð¸Ñ ÑÐ°ÑÐ°ÐºÑÐµÑÐ¸ÑÑÐ¸ÐºÐ¸, Ð½Ð¾ Ð¸ Ð¿Ð¾Ð»ÑÑÐ°ÑÑ Ð¿ÐµÑÑÐ¾Ð½Ð°Ð»Ð¸Ð·Ð¸ÑÐ¾Ð²Ð°Ð½Ð½ÑÐµ Ð¸ Ð½ÐµÐ¿ÐµÑÑÐ¾Ð½Ð°Ð»Ð¸Ð·Ð¸ÑÐ¾Ð²Ð°Ð½Ð½ÑÐµ Ð¿Ð¾Ð´Ð±Ð¾ÑÐºÐ¸. ÐÐ¾Ð¼Ð¸Ð¼Ð¾ ÑÑÐ¾Ð³Ð¾, Ð¿Ð¾Ð»ÑÐ·Ð¾Ð²Ð°ÑÐµÐ»Ñ Ð¼Ð¾Ð¶ÐµÑ Ð¸ÑÐºÐ°ÑÑ Ð¼ÐµÑÑÐ° ÐºÑÐ»ÑÑÑÑÐ½Ð¾Ð³Ð¾ Ð¾ÑÐ´ÑÑÐ° ÐºÐ°Ðº Ñ Ð¿Ð¾Ð¼Ð¾ÑÑÑ Ð¿Ð¾Ð¸ÑÐºÐ¾Ð²Ð¾Ð³Ð¾ Ð·Ð°Ð¿ÑÐ¾ÑÐ°, ÑÐ°Ðº Ð¸ Ñ Ð¿Ð¾Ð¼Ð¾ÑÑÑ ÑÐ¸Ð»ÑÑÑÐ¾Ð².
description: The subject of the graduate qualification work is Â« Development of a service with a recommendation system for places of cultural recreationÂ». This work is devoted to the development of an algorithm for a recommendation system for places of cultural recreation for a web service. Tasks that were solved during the development: Study of the methods of the recommendation system, analysis of the scope, advantages and disadvantages. Choosing the optimal method of the recommendation system, taking into account the limitations imposed by the initial data. Development of an algorithm that takes into account user preferences. Creating a web service with the integration of the developed algorithm and the functions necessary for the user's work. As a result of the graduate qualification work, a web service with a recommendation system was developed in which the user can not only evaluate places and view their characteristics, but also receive personalized and non-personalized selections. In addition, the user can search for places of cultural recreation using both a search query and filters