Student resource exchange: a web-based system for sharing educational resources among students

This project focuses on the development of the Student Resource Exchange, a web-based platform designed to enhance the sharing and accessibility of educational resources among students. The platform addresses key limitations found in existing resource-sharing platforms, such as the lack of automated...

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Main Author: Saw, Hui Loo
Format: Final Year Project / Dissertation / Thesis
Published: 2025
Subjects:
Online Access:http://eprints.utar.edu.my/7221/1/fyp_CS_2025_SHL.pdf
http://eprints.utar.edu.my/7221/
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author Saw, Hui Loo
author_facet Saw, Hui Loo
author_sort Saw, Hui Loo
building UTAR Library
collection Institutional Repository
content_provider Universiti Tunku Abdul Rahman
content_source UTAR Institutional Repository
continent Asia
country Malaysia
description This project focuses on the development of the Student Resource Exchange, a web-based platform designed to enhance the sharing and accessibility of educational resources among students. The platform addresses key limitations found in existing resource-sharing platforms, such as the lack of automated content analysis, insufficient content classification, and inadequate support for personalized learning. To overcome these issues, the system integrates Optical Character Recognition (OCR) for extracting text from images, Whisper for video transcription, and Google Gemini for generating concise video summaries. Natural Language Processing (NLP) techniques, such as TF-IDF with Logistic Regression for hate speech detection and BERT-based sentiment analysis, ensure safe and meaningful interaction within the platform. For content classification, the Google Gemini API with structured prompt engineering is applied to automatically organize materials into relevant academic courses. In addition, the platform introduces AI-powered study tools, including automated question generation and flashcards, as well as a built-in smart calendar planner that applies conflict detection and priority-based scheduling algorithms to help students manage study sessions and deadlines effectively. This system aims to provide a more efficient, user-friendly, and engaging platform for students to exchange educational resources, ultimately fostering a more collaborative and accessible learning environment.
format Final Year Project / Dissertation / Thesis
id my-utar-eprints.7221
institution Universiti Tunku Abdul Rahman
publishDate 2025
record_format eprints
spelling my-utar-eprints.72212025-12-29T08:03:31Z Student resource exchange: a web-based system for sharing educational resources among students Saw, Hui Loo T Technology (General) This project focuses on the development of the Student Resource Exchange, a web-based platform designed to enhance the sharing and accessibility of educational resources among students. The platform addresses key limitations found in existing resource-sharing platforms, such as the lack of automated content analysis, insufficient content classification, and inadequate support for personalized learning. To overcome these issues, the system integrates Optical Character Recognition (OCR) for extracting text from images, Whisper for video transcription, and Google Gemini for generating concise video summaries. Natural Language Processing (NLP) techniques, such as TF-IDF with Logistic Regression for hate speech detection and BERT-based sentiment analysis, ensure safe and meaningful interaction within the platform. For content classification, the Google Gemini API with structured prompt engineering is applied to automatically organize materials into relevant academic courses. In addition, the platform introduces AI-powered study tools, including automated question generation and flashcards, as well as a built-in smart calendar planner that applies conflict detection and priority-based scheduling algorithms to help students manage study sessions and deadlines effectively. This system aims to provide a more efficient, user-friendly, and engaging platform for students to exchange educational resources, ultimately fostering a more collaborative and accessible learning environment. 2025-06 Final Year Project / Dissertation / Thesis NonPeerReviewed application/pdf http://eprints.utar.edu.my/7221/1/fyp_CS_2025_SHL.pdf Saw, Hui Loo (2025) Student resource exchange: a web-based system for sharing educational resources among students. Final Year Project, UTAR. http://eprints.utar.edu.my/7221/
spellingShingle T Technology (General)
Saw, Hui Loo
Student resource exchange: a web-based system for sharing educational resources among students
title Student resource exchange: a web-based system for sharing educational resources among students
title_full Student resource exchange: a web-based system for sharing educational resources among students
title_fullStr Student resource exchange: a web-based system for sharing educational resources among students
title_full_unstemmed Student resource exchange: a web-based system for sharing educational resources among students
title_short Student resource exchange: a web-based system for sharing educational resources among students
title_sort student resource exchange: a web-based system for sharing educational resources among students
topic T Technology (General)
url http://eprints.utar.edu.my/7221/1/fyp_CS_2025_SHL.pdf
http://eprints.utar.edu.my/7221/
url_provider http://eprints.utar.edu.my