18408775. METHOD AND APPARATUS FOR FEDERATED TRAINING simplified abstract (NOKIA SOLUTIONS AND NETWORKS OY)

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METHOD AND APPARATUS FOR FEDERATED TRAINING

Organization Name

NOKIA SOLUTIONS AND NETWORKS OY

Inventor(s)

Alberto Conte of Massy (FR)

Dario Bega of Munich (DE)

Tejas Subramanya of Munich (DE)

Abdelrahman Abdelkader of Munich (DE)

METHOD AND APPARATUS FOR FEDERATED TRAINING - A simplified explanation of the abstract

This abstract first appeared for US patent application 18408775 titled 'METHOD AND APPARATUS FOR FEDERATED TRAINING

The abstract describes an apparatus for federated training, which includes means for certain functions.

  • Simplified Explanation:

This patent application describes a device that enables federated training by providing specific functionalities.

  • Key Features and Innovation:

- The apparatus facilitates federated training processes. - It includes means for carrying out essential functions related to federated training.

  • Potential Applications:

- This technology can be used in machine learning models that require federated training. - It can be applied in various industries where collaborative training of models is necessary.

  • Problems Solved:

- Enables efficient federated training processes. - Streamlines the collaboration of multiple parties in training machine learning models.

  • Benefits:

- Improved efficiency in federated training. - Enhanced collaboration among different entities in training models.

  • Commercial Applications:

- Title: "Enhancing Collaborative Training with Federated Training Apparatus" - This technology can be utilized by companies working on sensitive data that require collaborative model training. - It has implications in industries such as healthcare, finance, and cybersecurity.

  • Questions about Federated Training:

1. How does federated training differ from traditional centralized training methods? - Federated training involves training models across multiple decentralized devices, while centralized training is done on a single server. 2. What are the security implications of federated training in sensitive industries? - Federated training can help maintain data privacy and security by keeping sensitive information decentralized.


Original Abstract Submitted

An apparatus for federated training, the apparatus comprising means for:

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