anaclumos / fiesole

Project Fiesole aims to demonstrate the feasibility of integrating CNN architectures within Vertical Federated Learning.

Home Page:https://cho.sh/r/C26E1C

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Project Fiesole

Project Fiesole aims to demonstrate the feasibility of integrating CNN architectures within Vertical Federated Learning to enhance data-driven models without compromising data privacy. In this context, data exists in islands, meaning various entities or organizations possess distinct features for the same sample population. Rather than consolidating these diverse datasets, Vertical Federated Learning allows for collaborative model training where each entity contributes its unique feature set. This approach not only upholds data privacy but also leverages the richness of diverse input parameters, offering a holistic perspective that a singular dataset might miss.

Status

✅ SUCCESS

Further Actions

Superseded by anaclumos/malmantile

About

Project Fiesole aims to demonstrate the feasibility of integrating CNN architectures within Vertical Federated Learning.

https://cho.sh/r/C26E1C


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Language:Jupyter Notebook 97.2%Language:Python 2.8%