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Klepetalnik z zmožnostjo procesiranja naravnega jezika za platformo InDoc EDGE
ID Cavalleri, Matic (Author), ID Rupnik, Rok (Mentor) More about this mentor... This link opens in a new window

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Abstract
Diplomska naloga opisuje področje klepetalnikov in področje procesiranja naravnega jezika. Poglobi se v razvoj prototipa klepetalnika za platformo za poslovno komunikacijo Microsoft Teams, ki ji s pomočjo storitve za prepoznavo naravnega jezika Microsoft LUIS omogoča samodejno prepoznavo namena sporočil, ki jih prejema od uporabnikov. Diplomska naloga opiše načine implementacije klepetalnika, arhitekturo projekta, zmožnosti klepetalnika, načine treniranja in konfiguracijo modela za prepoznavo naravnega jezika, integracijo klepetalnika s storitvijo za digitalno upravljanje z dokumenti InDoc EDGE, opisuje težave, na katere smo naleteli tekom razvoja, potrebne rešitve za nadaljnji razvoj in postavitev klepetalnika v produkcijsko okolje.

Language:Slovenian
Keywords:klepetalnik, procesiranje naravnega jezika, integracija, Microsoft Teams, InDoc EDGE
Work type:Bachelor thesis/paper
Typology:2.11 - Undergraduate Thesis
Organization:FRI - Faculty of Computer and Information Science
Year:2022
PID:20.500.12556/RUL-141509 This link opens in a new window
COBISS.SI-ID:124161027 This link opens in a new window
Publication date in RUL:30.09.2022
Views:600
Downloads:78
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Secondary language

Language:English
Title:Chatbot with the capability of natural language processing for InDoc EDGE platform
Abstract:
The diploma thesis describes the field of chatbots and the field of natural language processing. Thesis delves into development of a chatbot prototype for Microsoft Teams business communication platform, which, with the help of the Microsoft LUIS natural language recognition service, has the ability to automatically recognize the intent of the messages it receives from users. Diploma thesis describes how the chatbot was implemented, project's architecture, chatbot's capabilities, methods of training and configuring the model for natural language recognition, the integration of chatbot with the digital document management service InDoc EDGE, describes the problems encountered during development and the necessary solutions for further development and deployment of chatbot to a production environment.

Keywords:chatbot, natural language processing, integration, Microsoft Teams, InDoc EDGE

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