Varun Mehta Atlas Data
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Federated Learning
This book provides a comprehensive and self-contained introduction to federated learning, ranging from the basic knowledge and theories to various key applications. Privacy and incentive issues are the focus of this book. It is timely as federated learning is becoming popular after the release of the General Data Protection Regulation (GDPR). Since federated learning aims to enable a machine model to be collaboratively trained without each party exposing private data to others. This setting adheres to regulatory requirements of data privacy protection such as GDPR. This book contains three main parts. Firstly, it introduces different privacy-preserving methods for protecting a federated learning model against different types of attacks such as data leakage and/or data poisoning. Secondly, the book presents incentive mechanisms which aim to encourage individuals to participate in the federated learning ecosystems. Last but not least, this book also describes how federated learning can be applied in industry and business to address data silo and privacy-preserving problems. The book is intended for readers from both the academia and the industry, who would like to learn about federated learning, practice its implementation, and apply it in their own business. Readers are expected to have some basic understanding of linear algebra, calculus, and neural network. Additionally, domain knowledge in FinTech and marketing would be helpful.”
Courting Social Justice
Author: Varun Gauri
language: en
Publisher: Cambridge University Press
Release Date: 2010-03-15
This book is a first-of-its-kind, five-country empirical study of the causes and consequences of social and economic rights litigation. Detailed studies of Brazil, India, Indonesia, Nigeria, and South Africa present systematic and nuanced accounts of court activity on social and economic rights in each country. The book develops new methodologies for analyzing the sources of and variation in social and economic rights litigation, explains why actors are now turning to the courts to enforce social and economic rights, measures the aggregate impact of litigation in each country, and assesses the relevance of the empirical findings for legal theory. This book argues that courts can advance social and economic rights under the right conditions precisely because they are never fully independent of political pressures.
Advances in Communication Systems and Networks
This book presents the selected peer-reviewed papers from the International Conference on Communication Systems and Networks (ComNet) 2019. Highlighting the latest findings, ideas, developments and applications in all areas of advanced communication systems and networking, it covers a variety of topics, including next-generation wireless technologies such as 5G, new hardware platforms, antenna design, applications of artificial intelligence (AI), signal processing and optimization techniques. Given its scope, this book can be useful for beginners, researchers and professionals working in wireless communication and networks, and other allied fields.