Virtual tutor for secondary students in science subjects
The rise of the internet, the ubiquity of computing devices and the surge of developments in the field of Machine Learning has created an opportunity for next generation learning. Beyond moving online, learning when combined with the power of machine learning can help make the experience more engagi...
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Nanyang Technological University
2020
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sg-ntu-dr.10356-1380422020-04-22T07:18:47Z Virtual tutor for secondary students in science subjects Muhammad Fadhli Abdul Rahim Weichen Liu School of Computer Science and Engineering Parallel and Distributed Computing Centre liu@ntu.edu.sg Engineering::Computer science and engineering The rise of the internet, the ubiquity of computing devices and the surge of developments in the field of Machine Learning has created an opportunity for next generation learning. Beyond moving online, learning when combined with the power of machine learning can help make the experience more engaging to the student. This increase in engagement will help the student have a higher level of autonomy over his work thus, leading to a better academic performance and a more enjoyable learning experience overall.The purpose of this project is to create a web application coupled with the implementation of machine learning models to create an engaging interactive learning experience. With the use of Bayesian Modelling and Naïve Bayes Classifier, the web application would be able to respond to the input that the user gives and respond accordingly with customised content suited to the user.The limitations of the implementation of these machine learning models will also be explored further. Future work for the web application would include the implementation of diverse question sets and content delivery. Bachelor of Engineering (Computer Science) 2020-04-22T07:18:47Z 2020-04-22T07:18:47Z 2020 Final Year Project (FYP) https://hdl.handle.net/10356/138042 en SCSE19-0540 application/pdf Nanyang Technological University |
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Engineering::Computer science and engineering Muhammad Fadhli Abdul Rahim Virtual tutor for secondary students in science subjects |
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The rise of the internet, the ubiquity of computing devices and the surge of developments in the field of Machine Learning has created an opportunity for next generation learning. Beyond moving online, learning when combined with the power of machine learning can help make the experience more engaging to the student. This increase in engagement will help the student have a higher level of autonomy over his work thus, leading to a better academic performance and a more enjoyable learning experience overall.The purpose of this project is to create a web application coupled with the implementation of machine learning models to create an engaging interactive learning experience. With the use of Bayesian Modelling and Naïve Bayes Classifier, the web application would be able to respond to the input that the user gives and respond accordingly with customised content suited to the user.The limitations of the implementation of these machine learning models will also be explored further. Future work for the web application would include the implementation of diverse question sets and content delivery. |
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Weichen Liu |
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Weichen Liu Muhammad Fadhli Abdul Rahim |
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Final Year Project |
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Muhammad Fadhli Abdul Rahim |
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Muhammad Fadhli Abdul Rahim |
title |
Virtual tutor for secondary students in science subjects |
title_short |
Virtual tutor for secondary students in science subjects |
title_full |
Virtual tutor for secondary students in science subjects |
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Virtual tutor for secondary students in science subjects |
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Virtual tutor for secondary students in science subjects |
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virtual tutor for secondary students in science subjects |
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Nanyang Technological University |
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2020 |
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https://hdl.handle.net/10356/138042 |
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1681056697603325952 |