federated的音標為[?fed?"re?t?d] ，基本翻譯為“聯合的；聯邦的”，速記技巧為：federate表示聯合，是因為它強調了聯盟成員之間的平等和協作關系。

federated 的英文詞源為 feder，意為聯盟、聯合。feder 的詞源可以追溯到拉丁語 federatus，意為被聯盟的人。federated 的變化形式包括過去式 federated、過去分詞 federated、現在分詞 federating、以及形容詞 federative。

相關單詞：

1. federation：聯邦，指由若干成員組成的聯盟或聯合體。

2. federation of industries：工業聯盟，指工業領域的聯合體。

3. federation of nations：國際聯盟，是第一次世界大戰后建立的國際組織之一。

4. federative：聯邦制的，指國家結構形式的一種，由若干成員組成聯盟，成員單位保留一定的自主權。

5. federative system：聯邦體系，指國家結構形式的一種，由若干成員組成的聯盟，成員單位保留一定的政治、經濟和文化自主權。

federated 的使用使得數據可以在多個機構之間共享，而無需將所有數據集中在一個中央位置。這種模式在隱私和安全方面具有優勢，因為它可以保護數據不被集中存儲的機構濫用。同時，federated 還可以促進合作和協同工作，因為不同的機構可以共享和使用數據，而無需擔心數據泄露或濫用的問題。

常用短語：

1. federated learning

2. federated analysis

3. federated data

4. federated privacy

5. federated network

6. federated cloud

7. federated infrastructure

雙語例句：

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.