Development of chat bot with embedded machine learning models

Illia Prazdnyk

Bachelor's thesis

Abstract:

The following thesis is focused on development of informational services in a form of a chatbot. It is supposed to highlight the benefits and use cases of developing a chatbot as an assistance service or a standalone product, and then explain the modern techniques for implementation of its main components. The thesis covers the main stages in the process of designing, developing and deploying a chatbot system, including the selection of the platform, selection of development tools and configuration of the development environment, development of the basic chatbot functionality, configuration of conversational agents, development and deployment of deep learning models, data preprocessing, selection of the serving service, configuration of the serving machine and deployment of the chatbot. The result will be a working and served chatbot powered by machine learning models which is fully accessible through a messenger application.

Keywords

Chatbot, Deep learning, Supervised learning, Unsupervised learning, Machine learning

Jazyk práce: English

Datum vytvoření / odevzdání či podání práce: 23. 3. 2020

Obhajoba závěrečné práce

• Vedúci: Ing. Petr Hanzlík, Ph.D.

Czech University of Life Sciences Prague

Faculty of Economics and Management

Bachelor programme / odbor:
Systems Engineering and Informatics / Informatics