title: ÐÑÐ¾ÑÐ¾ÑÐ¸Ð¿ ÑÐ°Ñ-Ð±Ð¾ÑÐ° ÑÑÐµÐ±Ð½Ð¾Ð³Ð¾ Ð·Ð°Ð²ÐµÐ´ÐµÐ½Ð¸Ñ
title: Ð²ÑÐ¿ÑÑÐºÐ½Ð°Ñ ÐºÐ²Ð°Ð»Ð¸ÑÐ¸ÐºÐ°ÑÐ¸Ð¾Ð½Ð½Ð°Ñ ÑÐ°Ð±Ð¾ÑÐ° Ð¼Ð°Ð³Ð¸ÑÑÑÐ°
titleType: Subtitle
title: Prototype of a chat-bot for an educational institution
Creators: name: ÐÑÐ°Ð½Ð¾Ð²Ð°, ÐÐ»ÐµÐ½Ð°
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: ÐÐµÐ¹ÑÐ¾Ð½Ð½ÑÐµ ÑÐµÑÐ¸
ÐÑÐ¾Ð³ÑÐ°Ð¼Ð¼Ð¸ÑÐ¾Ð²Ð°Ð½Ð¸Ñ ÑÐ·ÑÐºÐ¸
ÐÐ½ÑÐ¾ÑÐ¼Ð°ÑÐ¸Ð¾Ð½Ð½ÑÐµ ÑÐ¸ÑÑÐµÐ¼Ñ
ÑÐ°Ñ-Ð±Ð¾Ñ
Ð²Ð¸ÑÑÑÐ°Ð»ÑÐ½ÑÐ¹ Ð¿Ð¾Ð¼Ð¾ÑÐ½Ð¸Ðº
Ð¼ÐµÑÑÐµÐ½Ð´Ð¶ÐµÑ
Ð¾Ð±ÑÐ°Ð±Ð¾ÑÐºÐ° ÐµÑÑÐµÑÑÐ²ÐµÐ½Ð½Ð¾Ð³Ð¾ ÑÐ·ÑÐºÐ°
ÐºÐ»Ð°ÑÑÐ¸ÑÐ¸ÐºÐ°ÑÐ¸Ñ ÑÐµÐºÑÑÐ°
Ð°Ð»Ð³Ð¾ÑÐ¸ÑÐ¼Ñ ÐºÐ»Ð°ÑÑÐ¸ÑÐ¸ÐºÐ°ÑÐ¸Ð¸
chat-bot
virtual assistant
messenger
natural language processing
text classification
classification algorithms

description: Ð¢ÐµÐ¼Ð° Ð²ÑÐ¿ÑÑÐºÐ½Ð¾Ð¹ ÐºÐ²Ð°Ð»Ð¸ÑÐ¸ÐºÐ°ÑÐ¸Ð¾Ð½Ð½Ð¾Ð¹ ÑÐ°Ð±Ð¾ÑÑ: Â«ÐÑÐ¾ÑÐ¾ÑÐ¸Ð¿ ÑÐ°Ñ-Ð±Ð¾ÑÐ° Ð´Ð»Ñ Ð¾Ð±ÑÐ°Ð·Ð¾Ð²Ð°ÑÐµÐ»ÑÐ½Ð¾Ð³Ð¾ ÑÑÑÐµÐ¶Ð´ÐµÐ½Ð¸ÑÂ». ÐÐ°Ð½Ð½Ð°Ñ ÑÐ°Ð±Ð¾ÑÐ° Ð¿Ð¾ÑÐ²ÑÑÐµÐ½Ð° ÑÐ°Ð·ÑÐ°Ð±Ð¾ÑÐºÐµ ÑÐ°Ñ-Ð±Ð¾ÑÐ° Ð´Ð»Ñ Ð¼ÐµÑÑÐµÐ½Ð´Ð¶ÐµÑÐ°, ÑÐ°ÑÑÐ¼Ð¾ÑÑÐµÐ½Ñ Ð²Ð¾Ð·Ð¼Ð¾Ð¶Ð½Ð¾ÑÑÐ¸ Ð¾Ð±ÑÑÐµÐ½Ð¸Ñ ÑÐ°Ñ-Ð±Ð¾ÑÐ° Ñ ÑÐµÐ»ÑÑ ÑÐ»ÑÑÑÐµÐ½Ð¸Ñ ÐµÐ³Ð¾ ÐºÐ¾Ð¼Ð¼ÑÐ½Ð¸ÐºÐ°ÑÐ¸Ð²Ð½ÑÑ Ð½Ð°Ð²ÑÐºÐ¾Ð², ÑÐ°ÑÑÐ¸ÑÐµÐ½Ð¸Ðµ ÑÑÐ½ÐºÑÐ¸Ð¾Ð½Ð°Ð»Ð°, ÑÑÐ¾Ð±Ñ ÑÐ¾ÑÑÑÐ´Ð½Ð¸ÐºÐ¸, ÑÑÑÐ´ÐµÐ½ÑÑ Ð¸ Ð°Ð±Ð¸ÑÑÑÐ¸ÐµÐ½ÑÑ Ð¼Ð¾Ð³Ð»Ð¸ ÑÐ·Ð½Ð°Ð²Ð°ÑÑ Ð²ÑÑ Ð½ÐµÐ¾Ð±ÑÐ¾Ð´Ð¸Ð¼ÑÑ Ð¸Ð½ÑÐ¾ÑÐ¼Ð°ÑÐ¸Ñ Ð¾Ð± ÑÐ½Ð¸Ð²ÐµÑÑÐ¸ÑÐµÑÐµ. ÐÐ°Ð´Ð°ÑÐ¸, ÐºÐ¾ÑÐ¾ÑÑÐµ ÑÐµÑÐ°Ð»Ð¸ÑÑ Ð² ÑÐ¾Ð´Ðµ Ð¸ÑÑÐ»ÐµÐ´Ð¾Ð²Ð°Ð½Ð¸Ñ: 1. ÐÐ¾ÑÑÐ°Ð½Ð¾Ð²ÐºÐ° Ð¸ ÑÐ¾ÑÐ¼Ð°Ð»ÑÐ½Ð¾Ðµ Ð¾Ð¿Ð¸ÑÐ°Ð½Ð¸Ðµ Ð·Ð°Ð´Ð°ÑÐ¸ ÑÐ°Ð±Ð¾ÑÑ. 2. ÐÐ¿Ð¸ÑÐ°Ð½Ð¸Ðµ ÑÑÑÑÐºÑÑÑÑ Ð½ÐµÐ¹ÑÐ¾Ð½Ð½ÑÑ ÑÐµÑÐµÐ¹. 3. ÐÐ±Ð·Ð¾Ñ Ð¼ÐµÑÐ¾Ð´Ð¾Ð² Ð¾Ð±ÑÑÐµÐ½Ð¸Ñ. 4. ÐÐ½Ð°Ð»Ð¸Ð· ÑÐµÐ·ÑÐ»ÑÑÐ°ÑÐ¾Ð² Ð¾Ð±ÑÑÐµÐ½Ð¸Ñ. 5. ÐÐ±Ð·Ð¾Ñ Ð±Ð¸Ð±Ð»Ð¸Ð¾ÑÐµÐº Ð³Ð»ÑÐ±Ð¾ÐºÐ¾Ð³Ð¾ Ð¾Ð±ÑÑÐµÐ½Ð¸Ñ.6. ÐÐ¿Ð¸ÑÐ°Ð½Ð¸Ðµ Ð¿ÑÐµÐ´Ð²Ð°ÑÐ¸ÑÐµÐ»ÑÐ½Ð¾Ð¹ Ð¾Ð±ÑÐ°Ð±Ð¾ÑÐºÐ¸ ÐµÑÑÐµÑÑÐ²ÐµÐ½Ð½Ð¾Ð³Ð¾ ÑÐ·ÑÐºÐ°. 7. ÐÐ¿Ð¸ÑÐ°Ð½Ð¸Ðµ Ð¿ÑÐµÐ´Ð¾Ð±ÑÐ°Ð±Ð¾ÑÐºÐ¸ ÑÐµÐºÑÑÐ°. 8. Ð ÐµÐ°Ð»Ð¸Ð·Ð°ÑÐ¸Ñ Ð¿ÑÐ¾ÑÐ¾ÑÐ¸Ð¿Ð° ÑÐ°Ñ-Ð±Ð¾ÑÐ°. Ð ÑÐ°Ð±Ð¾ÑÐµ ÑÐ°ÑÑÐ¼Ð°ÑÑÐ¸Ð²Ð°ÐµÑÑÑ Ð¼Ð¾Ð´ÐµÐ»Ð¸ÑÐ¾Ð²Ð°Ð½Ð¸Ðµ ÑÐ°Ð±Ð¾ÑÑ ÑÐ°Ñ-Ð±Ð¾ÑÐ° Ñ Ð¿ÑÐ¸Ð¼ÐµÐ½ÐµÐ½Ð¸ÐµÐ¼ ÑÐ·ÑÐºÐ° Ð¿ÑÐ¾Ð³ÑÐ°Ð¼Ð¼Ð¸ÑÐ¾Ð²Ð°Ð½Ð¸ÑÂ PythonÂ Ð´Ð»Ñ Ð¾ÑÑÑÐµÑÑÐ²Ð»ÐµÐ½Ð¸Ñ Ð´Ð¸Ð°Ð»Ð¾Ð³Ð° Ð¼ÐµÐ¶Ð´Ñ ÑÐ°Ñ-Ð±Ð¾ÑÐ¾Ð¼ Ð¸ ÐºÐ»Ð¸ÐµÐ½ÑÐ¾Ð¼, ÐºÐ¾ÑÐ¾ÑÑÐ¹ Ð´Ð¾Ð»Ð¶ÐµÐ½ Ð±ÑÑÑ Ð¼Ð°ÐºÑÐ¸Ð¼Ð°Ð»ÑÐ½Ð¾ Ð¿ÑÐ¸Ð±Ð»Ð¸Ð¶ÐµÐ½ Ðº ÑÐ°Ð·Ð³Ð¾Ð²Ð¾ÑÑ Ð¼ÐµÐ¶Ð´Ñ Ð´Ð²ÑÐ¼Ñ Ð»ÑÐ´ÑÐ¼Ð¸. ÐÑÐ¸Ð¼ÐµÐ½ÑÑÑÑÑ Ð¸Ð½ÑÐ¾ÑÐ¼Ð°ÑÐ¸Ð¾Ð½Ð½ÑÐµ ÑÐµÑÐ½Ð¾Ð»Ð¾Ð³Ð¸Ð¸ Ð´Ð»Ñ Ð±Ð°Ð»Ð°Ð½ÑÐ¸ÑÐ¾Ð²ÐºÐ¸ Ð½Ð°Ð³ÑÑÐ·ÐºÐ¸ Ð¸ ÑÐ¾Ð·Ð´Ð°Ð½Ð¸Ñ Ð¾ÑÐºÐ°Ð·Ð¾ÑÑÑÐ¾Ð¹ÑÐ¸Ð²Ð¾Ð¹ ÑÐ¸ÑÑÐµÐ¼Ñ.
description: Topic of the final qualification work: "Prototype of a chat-bot for an educational institution". This work is devoted to the development of a chat bot for a messenger, the possibilities of teaching a chat bot to improve its communication skills, expanding the functionality so that employees, students and applicants can find out all the necessary information about the university are considered. Tasks that were solved in the course of the study: 1. Statement and formal description of the task of the work. 2. Description of the structure of neural networks. 3. Review of teaching methods. 4. Analysis of learning outcomes. 5. Overview of deep learning libraries. 6. Description of natural language preprocessing. 7. Description of text preprocessing. 8. Implementation of the chatbot prototype. The work deals with modeling the work of a chat bot using the Python programming language to carry out a dialogue between a chat bot and a client, which should be as close as possible to a conversation between two people. Information technologies are used to balance the load and create a fault-tolerant system.