Automated customer service powered by artificial intelligence

Customer service is an important aspect of a business, regardless of industry and sizeof a corporation. An important area of improvement for a human operated customerservice is providing a professional, timely and reliable customer service. In this the-sis, we investigate the possibilities of hav...

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Main Author: Leon, Shi Min
Other Authors: Cheong Siew Ann
Format: Final Year Project
Language:English
Published: 2019
Subjects:
Online Access:http://hdl.handle.net/10356/77094
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Institution: Nanyang Technological University
Language: English
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spelling sg-ntu-dr.10356-770942023-02-28T23:14:27Z Automated customer service powered by artificial intelligence Leon, Shi Min Cheong Siew Ann School of Physical and Mathematical Sciences Agoda.com DRNTU::Engineering::Computer science and engineering::Computing methodologies::Artificial intelligence Customer service is an important aspect of a business, regardless of industry and sizeof a corporation. An important area of improvement for a human operated customerservice is providing a professional, timely and reliable customer service. In this the-sis, we investigate the possibilities of having a customer service powered by ArtificialIntelligence, and what are the advantages that it brings. The purpose of this investiga-tion is to provide an efficient communication platform for Agoda Company, an onlinetravel reservation platform, to facilitate the communication between Agoda’s customerand its hotel. We propose using natural language processing to change text data, thatare meant for humans comprehension, to vectors, for the comprehension of machinelearning algorithms. This is followed by passing the data through an Artificial NeuralNetwork to predict the intentions of the customers who are trying to contact the hotels.This predictions would help the organization to determine the right actions requiredto address the inquires in an automated manner. Experiments have shown that artifi-cial neural network can perform reasonably well, with the use of various regularizationmethods, to prevent the model from over-fitting. Bachelor of Science in Applied Physics 2019-05-07T03:01:35Z 2019-05-07T03:01:35Z 2019 Final Year Project (FYP) http://hdl.handle.net/10356/77094 en 45 p. application/pdf
institution Nanyang Technological University
building NTU Library
continent Asia
country Singapore
Singapore
content_provider NTU Library
collection DR-NTU
language English
topic DRNTU::Engineering::Computer science and engineering::Computing methodologies::Artificial intelligence
spellingShingle DRNTU::Engineering::Computer science and engineering::Computing methodologies::Artificial intelligence
Leon, Shi Min
Automated customer service powered by artificial intelligence
description Customer service is an important aspect of a business, regardless of industry and sizeof a corporation. An important area of improvement for a human operated customerservice is providing a professional, timely and reliable customer service. In this the-sis, we investigate the possibilities of having a customer service powered by ArtificialIntelligence, and what are the advantages that it brings. The purpose of this investiga-tion is to provide an efficient communication platform for Agoda Company, an onlinetravel reservation platform, to facilitate the communication between Agoda’s customerand its hotel. We propose using natural language processing to change text data, thatare meant for humans comprehension, to vectors, for the comprehension of machinelearning algorithms. This is followed by passing the data through an Artificial NeuralNetwork to predict the intentions of the customers who are trying to contact the hotels.This predictions would help the organization to determine the right actions requiredto address the inquires in an automated manner. Experiments have shown that artifi-cial neural network can perform reasonably well, with the use of various regularizationmethods, to prevent the model from over-fitting.
author2 Cheong Siew Ann
author_facet Cheong Siew Ann
Leon, Shi Min
format Final Year Project
author Leon, Shi Min
author_sort Leon, Shi Min
title Automated customer service powered by artificial intelligence
title_short Automated customer service powered by artificial intelligence
title_full Automated customer service powered by artificial intelligence
title_fullStr Automated customer service powered by artificial intelligence
title_full_unstemmed Automated customer service powered by artificial intelligence
title_sort automated customer service powered by artificial intelligence
publishDate 2019
url http://hdl.handle.net/10356/77094
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