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Federated Learning with Python

You're reading from   Federated Learning with Python Design and implement a federated learning system and develop applications using existing frameworks

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Product type Paperback
Published in Oct 2022
Publisher Packt
ISBN-13 9781803247106
Length 326 pages
Edition 1st Edition
Languages
Concepts
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Authors (2):
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George Jeno George Jeno
Author Profile Icon George Jeno
George Jeno
Kiyoshi Nakayama, PhD Kiyoshi Nakayama, PhD
Author Profile Icon Kiyoshi Nakayama, PhD
Kiyoshi Nakayama, PhD
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Toc

Table of Contents (17) Chapters Close

Preface 1. Part 1 Federated Learning – Conceptual Foundations
2. Chapter 1: Challenges in Big Data and Traditional AI FREE CHAPTER 3. Chapter 2: What Is Federated Learning? 4. Chapter 3: Workings of the Federated Learning System 5. Part 2 The Design and Implementation of the Federated Learning System
6. Chapter 4: Federated Learning Server Implementation with Python 7. Chapter 5: Federated Learning Client-Side Implementation 8. Chapter 6: Running the Federated Learning System and Analyzing the Results 9. Chapter 7: Model Aggregation 10. Part 3 Moving Toward the Production of Federated Learning Applications
11. Chapter 8: Introducing Existing Federated Learning Frameworks 12. Chapter 9: Case Studies with Key Use Cases of Federated Learning Applications 13. Chapter 10: Future Trends and Developments 14. Index 15. Other Books You May Enjoy Appendix: Exploring Internal Libraries

Enumeration classes for implementing the FL system

Enumeration classes are for assisting implemention of the FL system. They are defined in the states.py file found in the lib/util folder of the fl_main directory. Let us look into what libraries are imported to define the enumeration classes.

Importing libraries to define the enumeration classes

In this states.py code example, the file imports general libraries such as Enum and IntEnum from enum:

from enum import Enum, IntEnum

Next, we’ll explain the class that defines the prefixes of three components of the FL system.

IDPrefix defining the FL system components

The following is a list of classes to define the FL system components. IDPrefix is the prefix to indicate which FL component is referred to in the code, such as agent, aggregator, or database:

class IDPrefix:
    agent = 'agent'
    aggregator = 'aggregator'
    db = ...
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