Machine learning for new friends recommendation in NTU
NiceToMeetU (NTmU) was developed as a friend recommendation system to help undergraduate students in Nanyang Technological University (NTU) to make new friends on campus. While the project is a continuous effort, my work involves mainly creating a software application for users. Previous work...
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| Format: | Final Year Project |
| Language: | English |
| Published: |
Nanyang Technological University
2022
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| Online Access: | https://hdl.handle.net/10356/156672 |
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| Institution: | Nanyang Technological University |
| Language: | English |
| Summary: | NiceToMeetU (NTmU) was developed as a friend recommendation system to help
undergraduate students in Nanyang Technological University (NTU) to make new friends on
campus. While the project is a continuous effort, my work involves mainly creating a
software application for users.
Previous work aimed to improve the matching algorithm using machine learning, which
included:
- Construction of user-profiles through questionnaires, which helped to collect textual
data from users.
- Deep learning approaches such as the Bidirectional Encoder Representations from
Transformers (BERT).
- Web application designed to collect more featuring data from our users including
movies and music.
My FYP focuses on delivering a user-friendly mobile application that encourages user usage
of the NTmU platform. While there was initially a previous mobile application built, it still
lacked certain functionality like the forum and chat. As such, the opportunity to leverage
these functionalities as tools to collect textual data, as well as a more compelling reason to
increase their screentime on NTmU, was missed out on. |
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