Backend development and deployment of local-based speech recognition system

This Final Year Project focuses on adapting and deploying the backend architecture of an existing full-stack web application, initially designed for online use, to a local offline platform. The backend system facilitates functions such as offline audio transcription, live transcription via microphon...

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Main Author: Lim, Zi Suan
Other Authors: Chng Eng Siong
Format: Final Year Project
Language:English
Published: Nanyang Technological University 2024
Subjects:
Online Access:https://hdl.handle.net/10356/180961
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Institution: Nanyang Technological University
Language: English
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spelling sg-ntu-dr.10356-1809612024-11-06T01:02:01Z Backend development and deployment of local-based speech recognition system Lim, Zi Suan Chng Eng Siong College of Computing and Data Science ASESChng@ntu.edu.sg Computer and Information Science This Final Year Project focuses on adapting and deploying the backend architecture of an existing full-stack web application, initially designed for online use, to a local offline platform. The backend system facilitates functions such as offline audio transcription, live transcription via microphone input, and managing past transcriptions by leveraging NTU Speech Lab’s speech recognition application programming interfaces. New admin dash- board functionalities were also developed, enabling administrators to efficiently modify user permissions and manage features. The primary objective of this transition to a local deployment is to enhance data privacy, minimize internet dependency, and optimize system performance. The development process involved re-configuring the backend architecture, optimizing local resource management, and ensuring seamless integration with NTU Speech Lab’s speech recognition application programming interfaces in an offline environment. This report details the stages of the project, including requirements analysis, system redesign, local environment setup, backend implementation, testing, and deployment, with a focus on maintaining the original user experience while achieving local execution. Bachelor's degree 2024-11-06T01:02:00Z 2024-11-06T01:02:00Z 2024 Final Year Project (FYP) Lim, Z. S. (2024). Backend development and deployment of local-based speech recognition system. Final Year Project (FYP), Nanyang Technological University, Singapore. https://hdl.handle.net/10356/180961 https://hdl.handle.net/10356/180961 en SCSE23-0809 application/pdf Nanyang Technological University
institution Nanyang Technological University
building NTU Library
continent Asia
country Singapore
Singapore
content_provider NTU Library
collection DR-NTU
language English
topic Computer and Information Science
spellingShingle Computer and Information Science
Lim, Zi Suan
Backend development and deployment of local-based speech recognition system
description This Final Year Project focuses on adapting and deploying the backend architecture of an existing full-stack web application, initially designed for online use, to a local offline platform. The backend system facilitates functions such as offline audio transcription, live transcription via microphone input, and managing past transcriptions by leveraging NTU Speech Lab’s speech recognition application programming interfaces. New admin dash- board functionalities were also developed, enabling administrators to efficiently modify user permissions and manage features. The primary objective of this transition to a local deployment is to enhance data privacy, minimize internet dependency, and optimize system performance. The development process involved re-configuring the backend architecture, optimizing local resource management, and ensuring seamless integration with NTU Speech Lab’s speech recognition application programming interfaces in an offline environment. This report details the stages of the project, including requirements analysis, system redesign, local environment setup, backend implementation, testing, and deployment, with a focus on maintaining the original user experience while achieving local execution.
author2 Chng Eng Siong
author_facet Chng Eng Siong
Lim, Zi Suan
format Final Year Project
author Lim, Zi Suan
author_sort Lim, Zi Suan
title Backend development and deployment of local-based speech recognition system
title_short Backend development and deployment of local-based speech recognition system
title_full Backend development and deployment of local-based speech recognition system
title_fullStr Backend development and deployment of local-based speech recognition system
title_full_unstemmed Backend development and deployment of local-based speech recognition system
title_sort backend development and deployment of local-based speech recognition system
publisher Nanyang Technological University
publishDate 2024
url https://hdl.handle.net/10356/180961
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