title: Ð¡Ð¾Ð·Ð´Ð°Ð½Ð¸Ðµ Ð¸Ð½ÑÐµÑÐ°ÐºÑÐ¸Ð²Ð½Ð¾Ð³Ð¾ Ð¿Ð¾Ð¼Ð¾ÑÐ½Ð¸ÐºÐ° Ð´Ð»Ñ Ð¾ÑÐ²ÐµÑÐ° Ð½Ð° Ð²Ð¾Ð¿ÑÐ¾ÑÑ Ð³ÑÐ°Ð¶Ð´Ð°Ð½ Ð¾ Ð´ÐµÑÑÐµÐ»ÑÐ½Ð¾ÑÑÐ¸ Ð¾ÑÐ³Ð°Ð½Ð° Ð²Ð»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° Ð¼Ð°Ð³Ð¸ÑÑÑÐ°
titleType: Subtitle
title: Development of the interactive assistant for answering inhabitants' questions about authority activity
Creators: name: ÐÐ¾Ð½Ð¾Ð²Ð°Ð»Ð¾Ð², ÐÐ³Ð¾ÑÑ
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: Ð½ÐµÐ¹ÑÐ¾Ð½Ð½ÑÐµ ÑÐµÑÐ¸
ÑÐ°ÑÐ¿Ð¾Ð·Ð½Ð°Ð²Ð°Ð½Ð¸Ðµ ÐµÑÑÐµÑÑÐ²ÐµÐ½Ð½Ð¾Ð³Ð¾ ÑÐ·ÑÐºÐ°
Ð¾Ð±ÑÐ°Ð±Ð¾ÑÐºÐ° ÐµÑÑÐµÑÑÐ²ÐµÐ½Ð½Ð¾Ð³Ð¾ ÑÐ·ÑÐºÐ°
Ð´Ð¸Ð°Ð»Ð¾Ð³Ð¾Ð²ÑÐ¹ Ð¼ÐµÐ½ÐµÐ´Ð¶ÐµÑ
Ð¼Ð¸ÐºÑÐ¾ÑÐµÑÐ²Ð¸ÑÐ½Ð°Ñ Ð°ÑÑ Ð¸ÑÐµÐºÑÑÑÐ°
Ð¸Ð½ÑÐµÐ»Ð»ÐµÐºÑÑÐ°Ð»ÑÐ½ÑÐµ Ð¿Ð¾Ð¼Ð¾ÑÐ½Ð¸ÐºÐ¸
ÑÐ°Ñ-Ð±Ð¾ÑÑ
Ð½ÐµÐ¿ÑÐµÑÑÐ²Ð½Ð°Ñ Ð¸Ð½ÑÐµÐ³ÑÐ°ÑÐ¸Ñ
Ð½ÐµÐ¿ÑÐµÑÑÐ²Ð½Ð¾Ðµ ÑÐ°Ð·Ð²ÐµÑÑÑÐ²Ð°Ð½Ð¸Ðµ
Ð¾Ð¿ÐµÐ½ÑÐ¸ÑÑ
Ð´Ð¶ÐµÐ½ÐºÐ¸Ð½Ñ
neural networks
natural language understanding
natural language processing
dialogue manager
microservice architecture
chatbots
continuous integration
continuous delivery
openshift
jenkins

description: Ð¢ÐµÐ¼Ð° Ð²ÑÐ¿ÑÑÐºÐ½Ð¾Ð¹ ÐºÐ²Ð°Ð»Ð¸ÑÐ¸ÐºÐ°ÑÐ¸Ð¾Ð½Ð½Ð¾Ð¹ ÑÐ°Ð±Ð¾ÑÑ: Â«Ð¡Ð¾Ð·Ð´Ð°Ð½Ð¸Ðµ Ð¸Ð½ÑÐµÑÐ°ÐºÑÐ¸Ð²Ð½Ð¾Ð³Ð¾ Ð¿Ð¾Ð¼Ð¾ÑÐ½Ð¸ÐºÐ° Ð´Ð»Ñ Ð¾ÑÐ²ÐµÑÐ° Ð½Ð° Ð²Ð¾Ð¿ÑÐ¾ÑÑ Ð³ÑÐ°Ð¶Ð´Ð°Ð½ Ð¾ Ð´ÐµÑÑÐµÐ»ÑÐ½Ð¾ÑÑÐ¸ Ð¾ÑÐ³Ð°Ð½Ð° Ð³Ð¾ÑÑÐ´Ð°ÑÑÑÐ²ÐµÐ½Ð½Ð¾Ð¹ Ð²Ð»Ð°ÑÑÐ¸Â».
ÐÐ°Ð½Ð½Ð°Ñ ÑÐ°Ð±Ð¾ÑÐ° Ð¿Ð¾ÑÐ²ÑÑÐµÐ½Ð° Ð¸ÑÑÐ»ÐµÐ´Ð¾Ð²Ð°Ð½Ð¸Ñ Ð¾Ð±Ð»Ð°ÑÑÐ¸ Ð¸ÑÐºÑÑÑÑÐ²ÐµÐ½Ð½Ð¾Ð³Ð¾ Ð¸Ð½ÑÐµÐ»Ð»ÐµÐºÑÐ°, Ð² ÑÐ°ÑÑÐ½Ð¾ÑÑÐ¸ ÑÐ°Ð·Ð²Ð¸ÑÐ¸Ñ ÑÐµÑÐ½Ð¾Ð»Ð¾Ð³Ð¸Ð¹ Ð´Ð°Ð½Ð½Ð¾Ð¹ Ð¾Ð±Ð»Ð°ÑÑÐ¸ Ð² ÑÐ°Ð·ÑÐ°Ð±Ð¾ÑÐºÐµ Ð¸Ð½ÑÐµÑÐ°ÐºÑÐ¸Ð²Ð½ÑÑ Ð¸Ð½ÑÐµÐ»Ð»ÐµÐºÑÑÐ°Ð»ÑÐ½ÑÑ Ð¿Ð¾Ð¼Ð¾ÑÐ½Ð¸ÐºÐ¾Ð², Ð¸ ÑÐ°Ð·ÑÐ°Ð±Ð¾ÑÐºÐ¸ Ð¿ÑÐ¾ÑÐ¾ÑÐ¸Ð¿Ð° Ð¸Ð½ÑÐµÑÐ°ÐºÑÐ¸Ð²Ð½Ð¾Ð³Ð¾ Ð¿Ð¾Ð¼Ð¾ÑÐ½Ð¸ÐºÐ° Ð² Ð´Ð¾Ð¼ÐµÐ½Ð½Ð¾Ð¹ Ð¾Ð±Ð»Ð°ÑÑÐ¸ Ð´ÐµÑÑÐµÐ»ÑÐ½Ð¾ÑÑÐ¸ Ð³Ð¾ÑÑÐ´Ð°ÑÑÑÐ²ÐµÐ½Ð½Ð¾Ð³Ð¾ Ð¾ÑÐ³Ð°Ð½Ð°. 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Ð·ÑÑÐµÐ½Ð¸Ðµ Ð¾ÑÐ¾Ð±ÐµÐ½Ð½Ð¾ÑÑÐµÐ¹ ÑÐ°Ð·Ð²Ð¸ÑÐ¸Ñ ÑÑÐ½ÐºÐ° Ð¸ÑÐºÑÑÑÑÐ²ÐµÐ½Ð½Ð¾Ð³Ð¾ Ð¸Ð½ÑÐµÐ»Ð»ÐµÐºÑÐ° Ð¸ Ð¸Ð¼ÐµÑÑÐ¸ÑÑÑ ÑÐµÑÐµÐ½Ð¸Ð¹ Ð½Ð° ÑÑÐ½ÐºÐµ Ð¸Ð½ÑÐµÑÐ°ÐºÑÐ¸Ð²Ð½ÑÑ Ð¿Ð¾Ð¼Ð¾ÑÐ½Ð¸ÐºÐ¾Ð².
2. ÐÐ·ÑÑÐµÐ½Ð¸Ðµ Ð¼ÐµÑÐ¾Ð´Ð¾Ð² Ð¸ Ð¿Ð¾Ð´ÑÐ¾Ð´Ð¾Ð² Ð´Ð»Ñ ÑÐµÐ°Ð»Ð¸Ð·Ð°ÑÐ¸Ð¸ Ð¸Ð½ÑÐµÐ»Ð»ÐµÐºÑÑÐ°Ð»ÑÐ½Ð¾Ð³Ð¾ Ð°ÑÑÐ¸ÑÑÐµÐ½ÑÐ°, Ð° ÑÐ°ÐºÐ¶Ðµ ÑÐ¾Ð²ÑÐµÐ¼ÐµÐ½Ð½ÑÑ Ð¸Ð½ÑÑÐ°ÑÑÑÑÐºÑÑÑÐ½ÑÑ ÑÐµÑÐµÐ½Ð¸Ð¹.
3. Ð ÐµÐ°Ð»Ð¸Ð·Ð°ÑÐ¸Ñ Ð¿ÑÐ¾ÑÐ¾ÑÐ¸Ð¿Ð° ÑÐµÑÐ²Ð¸ÑÐ° Ð¸Ð½ÑÐµÐ»Ð»ÐµÐºÑÑÐ°Ð»ÑÐ½Ð¾Ð³Ð¾ Ð¿Ð¾Ð¼Ð¾ÑÐ½Ð¸ÐºÐ° Ð½Ð° Ð±Ð°Ð·Ðµ ÑÐµÑÐµÐ½Ð¸Ñ ÐºÐ¾Ð¼Ð¿Ð°Ð½Ð¸Ð¸ Just AI.
4. Ð ÐµÐ°Ð»Ð¸Ð·Ð°ÑÐ¸Ñ Ð¸Ð½ÑÑÐ°ÑÑÑÑÐºÑÑÑÑ Ð´Ð»Ñ Ð¾Ð±ÐµÑÐ¿ÐµÑÐµÐ½Ð¸Ñ Ð¿ÑÐ¾ÑÐµÑÑÐ¾Ð² Ð½ÐµÐ¿ÑÐµÑÑÐ²Ð½Ð¾Ð¹ Ð¸Ð½ÑÐµÐ³ÑÐ°ÑÐ¸Ð¸ Ð¸ Ð½ÐµÐ¿ÑÐµÑÑÐ²Ð½Ð¾Ð³Ð¾ ÑÐ°Ð·Ð²ÐµÑÑÑÐ²Ð°Ð½Ð¸Ñ Ð¿ÑÐ¸ ÑÐ°Ð·ÑÐ°Ð±Ð¾ÑÐºÐµ ÑÐµÑÐ²Ð¸ÑÐ°.
Ð Ð°Ð±Ð¾ÑÐ° Ð¿ÑÐ¾Ð²ÐµÐ´ÐµÐ½Ð° Ð½Ð° Ð±Ð°Ð·Ðµ Just AI (ÐÐÐ Â«ÐÐ°Ð¸Ð½Ð´ ÐÑÐ°ÑÑÂ»), Ð³Ð´Ðµ ÑÐ¾Ð±Ð¸ÑÐ°Ð»Ð°ÑÑ Ð·Ð½Ð°ÑÐ¸ÑÐµÐ»ÑÐ½Ð°Ñ ÑÐ°ÑÑÑ ÑÐ°ÐºÑÐ¸ÑÐµÑÐºÐ¾Ð³Ð¾ Ð¼Ð°ÑÐµÑÐ¸Ð°Ð»Ð°: ÑÐµÐ·ÑÐ»ÑÑÐ°ÑÑ Ð¾Ð±Ð·Ð¾ÑÐ° ÑÐµÑÐµÐ½Ð¸Ð¹ Ð½Ð° ÑÑÐ½ÐºÐµ Ð¸Ð½ÑÐµÐ»Ð»ÐµÐºÑÑÐ°Ð»ÑÐ½ÑÑ Ð¿Ð¾Ð¼Ð¾ÑÐ½Ð¸ÐºÐ¾Ð², Ð¿Ð¾Ð´ÑÐ¾Ð´Ñ Ðº ÑÐµÐ°Ð»Ð¸Ð·Ð°ÑÐ¸Ð¸ Ð½ÐµÐ¹ÑÐ¾Ð½Ð½ÑÑ ÑÐµÑÐµÐ¹ Ð¸ Ð¸ÑÐ¿Ð¾Ð»ÑÐ·Ð¾Ð²Ð°Ð½Ð¸Ñ Ð¿Ð¾Ð½ÑÑÐ¸Ð¹ Ð¸Ð½ÑÐµÐ½ÑÐ¾Ð² Ð¸ Ð¸Ð¼ÐµÐ½Ð¾Ð²Ð°Ð½Ð½ÑÑ ÑÑÑÐ½Ð¾ÑÑÐµÐ¹, ÑÐºÐ¾Ð½Ð¾Ð¼Ð¸ÑÐµÑÐºÐ¸Ðµ Ð¿Ð¾ÐºÐ°Ð·Ð°ÑÐµÐ»Ð¸ Ð¿ÑÐ¸ Ð¸ÑÐ¿Ð¾Ð»ÑÐ·Ð¾Ð²Ð°Ð½Ð¸Ð¸ ÑÐ°Ð·Ð½ÑÑ Ð¸Ð½ÑÑÐ°ÑÑÑÑÐºÑÑÑÐ½ÑÑ ÑÐµÑÐµÐ½Ð¸Ð¹. ÐÑÐ»Ð° Ð¿ÑÐ¾Ð²ÐµÐ´ÐµÐ½Ð° ÑÑÐ°Ð²Ð½Ð¸ÑÐµÐ»ÑÐ½Ð°Ñ ÑÐ°ÑÐ°ÐºÑÐµÑÐ¸ÑÑÐ¸ÐºÐ° Ð¿ÑÐ¾Ð´ÑÐºÑÐ¾Ð² Ð½Ð° ÑÑÐ½ÐºÐµ, Ð¼ÐµÑÐ¾Ð´Ð¾Ð¼ Ð¼Ð°ÑÐµÐ¼Ð°ÑÐ¸ÑÐµÑÐºÐ¾Ð³Ð¾ Ð¼Ð¾Ð´ÐµÐ»Ð¸ÑÐ¾Ð²Ð°Ð½Ð¸Ñ Ð±ÑÐ» ÑÐµÐ°Ð»Ð¸Ð·Ð¾Ð²Ð°Ð½ Ð¿ÑÐ¾ÑÐµÑÑ ÑÐ°Ð·ÑÐ°Ð±Ð¾ÑÐºÐ¸ ÑÐµÑÐ²Ð¸ÑÐ° Ð¸Ð½ÑÐµÐ»Ð»ÐµÐºÑÑÐ°Ð»ÑÐ½Ð¾Ð³Ð¾ Ð¿Ð¾Ð¼Ð¾ÑÐ½Ð¸ÐºÐ° Ð¸ Ð¸ÑÐ¿Ð¾Ð»ÑÐ·Ð¾Ð²Ð°Ð½Ð¸Ñ ÑÐ°Ñ-Ð±Ð¾ÑÐ° Ð² Ð´Ð¸Ð°Ð»Ð¾Ð³Ðµ Ñ Ð¿Ð¾Ð»ÑÐ·Ð¾Ð²Ð°ÑÐµÐ»ÐµÐ¼.
Ð ÑÐµÐ·ÑÐ»ÑÑÐ°ÑÐµ Ð±ÑÐ» ÑÐµÐ°Ð»Ð¸Ð·Ð¾Ð²Ð°Ð½ Ð¿ÑÐ¾ÑÐ¾ÑÐ¸Ð¿ Ð¿ÑÐ¾Ð³ÑÐ°Ð¼Ð¼Ð½Ð¾Ð³Ð¾ ÑÐµÑÐ²Ð¸ÑÐ° Ð¸Ð½ÑÐµÑÐ°ÐºÑÐ¸Ð²Ð½Ð¾Ð³Ð¾ Ð¿Ð¾Ð¼Ð¾ÑÐ½Ð¸ÐºÐ° Ð² Ð´Ð¾Ð¼ÐµÐ½Ð½Ð¾Ð¹ Ð¾Ð±Ð»Ð°ÑÑÐ¸ Ð³Ð¾ÑÑÐ´Ð°ÑÑÑÐ²ÐµÐ½Ð½Ð¾Ð³Ð¾ Ð¾ÑÐ³Ð°Ð½Ð°. Ð Ð°Ð·ÑÐ°Ð±Ð¾ÑÐ°Ð½Ð¾ Ð¸Ð½ÑÑÐ°ÑÑÑÑÐºÑÑÑÐ½Ð¾Ðµ ÑÐµÑÐµÐ½Ð¸Ðµ, ÑÐ¿ÑÐ¾ÑÐ°ÑÑÐµÐµ Ð¿ÑÐ¾ÑÐµÑÑÑ Ð½ÐµÐ¿ÑÐµÑÑÐ²Ð½Ð¾Ð¹ Ð¸Ð½ÑÐµÐ³ÑÐ°ÑÐ¸Ð¸ Ð¸ Ð½ÐµÐ¿ÑÐµÑÑÐ²Ð½Ð¾Ð³Ð¾ ÑÐ°Ð·Ð²ÐµÑÑÑÐ²Ð°Ð½Ð¸Ñ Ð¿ÑÐ¾Ð´ÑÐºÑÐ° Ð¿ÑÐ¸ Ð¼ÐµÐ½ÑÑÐ¸Ñ Ð·Ð°ÑÑÐ°ÑÐ°Ñ Ð½Ð° Ð¾Ð±Ð¾ÑÑÐ´Ð¾Ð²Ð°Ð½Ð¸Ðµ Ð¸ Ð¿Ð¾Ð´Ð´ÐµÑÐ¶ÐºÑ Ð¸Ð½ÑÑÐ°ÑÑÑÑÐºÑÑÑÑ.
description: The subject of the graduate qualification work is âDevelopment of the interactive assistant for answering inhabitants' questions about authority activityâ.
The given work is devoted to studying the field of artificial intelligence, particularly in development of these fieldâs technologies in the interactive intelligent assistantsâ application, and to development of the prototype of an intelligent assistant in a domain of government subject activity. The research set the following goals:
1. Studying features of artificial intelligence market development and modern solution on interactive assistantsâ market.
2. Studying methods and approaches in creation of intelligent assistant and modern infrastructure solutions.
3. Intelligent assistant service prototype implementation base on Just AI solution.
4. Implementation of infrastructure for provisioning continuous integration and continuous delivery processes in service development.
The work was fulfilled on the premises of Just AI company, which included collection of factual materials, i.e. results of review of intelligent assistantsâ market solutions, approaches in neural networks implementation and in intent and named entities application, economic features in using various infrastructure solutions. Comparative characteristics of market products was made as well as the process of creating an intelligent assistant and applying it in a dialog done with using a mathematical method approach.
The study resulted into development of the prototype of interactive assistant programming service in a domain of government subject. An infrastructure was implemented and thus it made the product continuous integration and continuous delivery processes more straightforward with less equipment and infrastructure maintaining expenses.