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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Nanyang Technological University
2024
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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 |
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Computer and Information Science Lim, Zi Suan Backend development and deployment of local-based speech recognition system |
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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 |
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Nanyang Technological University |
publishDate |
2024 |
url |
https://hdl.handle.net/10356/180961 |
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1816858981314854912 |