federated

federated的音标为[ˌfedɪ"reɪtɪd] ，基本翻译为“联合的；联邦的”，速记技巧为：federate表示联合，是因为它强调了联盟成员之间的平等和协作关系。

federated 的英文词源为 feder，意为联盟、联合。feder 的词源可以追溯到拉丁语 federatus，意为被联盟的人。federated 的变化形式包括过去式 federated、过去分词 federated、现在分词 federating、以及形容词 federative。

相关单词：

1. federation：联邦，指由若干成员组成的联盟或联合体。

2. federation of industries：工业联盟，指工业领域的联合体。

3. federation of nations：国际联盟，是第一次世界大战后建立的国际组织之一。

4. federative：联邦制的，指国家结构形式的一种，由若干成员组成联盟，成员单位保留一定的自主权。

5. federative system：联邦体系，指国家结构形式的一种，由若干成员组成的联盟，成员单位保留一定的政治、经济和文化自主权。

federated 的使用使得数据可以在多个机构之间共享，而无需将所有数据集中在一个中央位置。这种模式在隐私和安全方面具有优势，因为它可以保护数据不被集中存储的机构滥用。同时，federated 还可以促进合作和协同工作，因为不同的机构可以共享和使用数据，而无需担心数据泄露或滥用的问题。

常用短语：

1. federated learning

2. federated analysis

3. federated data

4. federated privacy

5. federated network

6. federated cloud

7. federated infrastructure

双语例句：

1. Federated learning enables distributed training of deep learning models without sharing raw data.

2. The federated approach to data analysis allows for more secure and private data exploration.

3. The federated network allows for secure communication between nodes without the need for a central authority.

4. By using a federated cloud, companies can reduce costs and improve efficiency without compromising security or privacy.

5. The federated infrastructure provides a secure and reliable platform for distributed applications.

6. Federated AI can help address the data privacy concerns of individuals and organizations while still enabling valuable AI insights.

英文小作文：

Federated computing is a new trend that enables distributed computing without the need for central servers or cloud infrastructure. By using federated computing, companies can reduce costs and improve efficiency while still maintaining privacy and security. This approach can be applied to a wide range of scenarios, including data analysis, machine learning, and distributed applications. In the future, federated computing may become a key enabler for sustainable and secure computing environments that are more responsive to the needs of individuals and organizations.