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Introduction to Federated Learning

Federated Learning (FL) is a Machine Learning (ML) paradigm introduced by Google in 2016, in which many clients (e.g., mobile devices or multiple organizations) collaboratively train a model under the orchestration of a central server (e.g., a service provider), while maintaining decentralized training data at all times. It embodies the principles of focused collection, data …

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Blockchain: Introduction to decentralized network

In August 2008, Satoshi Nakamoto introduced Bitcoin, the world’s first cryptocurrency. A few months later, in January 2009, Bitcoin went live and has been growing in popularity ever since. However, much of the fame it gained was thanks to Blockchain, a technology that allows Bitcoin to transact securely, privately and in a malware-proof manner without …

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Comparative Study of Web 1.0, Web 2.0 and Web 3.0

A web service is a software system designed to support computer-to-computer interaction over the Internet. Web services are not new and typically take the form of an application programming interface (API). Web 3 refers to the evolution of the Internet as we know it. The web is a system of interconnected hypertext documents accessed over …