𝗣𝘆𝗩𝗲𝗿𝘁𝗶𝗰𝗮𝗹: 𝗔 𝗩𝗲𝗿𝘁𝗶𝗰𝗮𝗹 𝗙𝗲𝗱𝗲𝗿𝗮𝘁𝗲𝗱 𝗟𝗲𝗮𝗿𝗻𝗶𝗻𝗴 𝗙𝗿𝗮𝗺𝗲𝘄𝗼𝗿𝗸

Data privacy is a major challenge in AI.

Vertical Federated Learning helps solve this. It allows organizations to train models on different datasets without sharing raw data.

PyVertical is a new framework for this process. It focuses on Multi-headed Split Neural Networks.

Here is what makes PyVertical useful:

  • It supports Split Neural Networks.
  • It manages data across different parties.
  • It protects user privacy during training.
  • It works well for complex, multi-headed tasks.

You use this framework to build models when data is split vertically across different entities. Each party keeps its own data private while contributing to a shared model.

Read the full details here:

Source: https://dev.to/paperium/pyvertical-a-vertical-federated-learning-framework-for-multi-headed-splitnn-5408

Optional learning community: https://t.me/GyaanSetuAi