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Title: Next-Term Academic Success Prediction Using Deep Learning
Authors: Pham, Vu Thu Nguyet
Nguyen, Quang Chung
Nguyen, Van To Thanh
Ho, Thanh Phong
Nguyen, Quang Vu
Keywords: Success Prediction
Issue Date: Jul-2022
Publisher: Da Nang Publishing House
Abstract: As students proceed through their university degrees, they are confronted with a plethora of course options. It is critical that they get assistance based not only on their interests, but also on the "predicted" course achievement, in order to improve their learning experience and academic success. In this study, we suggest the next-term grade prediction task as a suitable course selection guide. We offer a machine learning framework for predicting course success in a certain term based on prior student-course data. In this framework, we create a prediction model utilizing Long Short Term Memory (LSTM) that takes into account both student and course qualities as well as previous student course grade data.
Description: The 11th Conference on Information Technology and its Applications; Topic: Data Science and AI; pp.51-60.
ISSN: 978-604-84-6711-1
Appears in Collections:CITA 2022

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