Federated learning playground
Federated learning is the leading paradigm for the collaborative training of machine learning models in a privacy-preserving manner. It was first introduced by Google as a learning paradigm for the next- word prediction model in google keyboards. In this project, students will build an interactive...
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| Format: | Final Year Project |
| Language: | English |
| Published: |
Nanyang Technological University
2023
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| Online Access: | https://hdl.handle.net/10356/171968 |
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| Institution: | Nanyang Technological University |
| Language: | English |
| Summary: | Federated learning is the leading paradigm for the collaborative training of machine learning models
in a privacy-preserving manner. It was first introduced by Google as a learning paradigm for the next-
word prediction model in google keyboards. In this project, students will build an interactive platform
that supports experimentation of federated learning algorithms. It will serve as an educational
visualization platform that provides analytical insights into the federated training process. This project
may involve frameworks such as TensorFlow.js, D3.js, React Native etc. Some knowledge of python or
tensorflow is recommended. |
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