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This edition of the Cyber Security Technology Opportunity Engine (TOE) examines expanding prospects within cloud-based software protection solutions, highlighting systems for overseeing credibility and tools for monitoring and safeguarding machine learning environments. It covers strategies for spotting issues in virtual infrastructures, overall or...

This Frost & Sullivan analysis examines the clinical next-generation sequencing (NGS) industry, covering the different type of products, workflows, and applications for clinical purposes. The global market is projected to grow steadily from 2024 to 2030, achieving significant revenue milestones, driven largely by services and informatics segments. ...

The additive manufacturing sector has seen significant growth in recent years owing to growing demand for customized products and complex geometries in various sectors, including automotive, defense, aerospace, consumer electronics, manufacturing, and energy. AI has a wide range of applications in additive manufacturing at various levels and is a k...

29 Jul 2021  |  Global  |  Technology Research

Federated Learning: New Approach to Building AI Models

Leveraging Open Source Tools to Accelerate Technology Development across Organizations and Regions

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Traditional machine learning (ML) models are centralized and involve vast amounts of data. However, both the urgency to guarantee data privacy and to abide by strict regulations imposed across regions have contributed to the emergence of a new and powerful alternative technique, federated learning. Instead of acquiring data from a central server or...

The ongoing outbreak of coronavirus (COVID-19), first identified in December 2019 in Wuhan—the most populous city in Central China—evolved rapidly to be characterized as a pandemic by the World Health Organization (WHO) on 11 March 2020. Globally, organizations have been monitoring the COVID-19 situation closely and many have already implemented (o...

Digital transformation in the financial sector is accelerating, driven by technological advancements, evolving customer expectations, regulatory changes, and the need for greater efficiency and security.Artificial intelligence (AI) and machine learning (ML) are reshaping the sector by enabling predictive analytics, automation, and personalized expe...

The Middle East is one of the most dynamic information and communication technology (ICT) markets and has been consistently growing at a healthy rate. Saudi Arabia is the largest economy of the region, and it is on a path of significant economic transformation that will provide numerous ICT opportunities across industries. In the flourishing Saudi ...

The 2025 edition of privacy-enhancing technologies (PETs) explores cutting-edge innovations that redefine secure data collaboration and regulatory compliance across industries. PETs enable organizations to analyze, process, and share sensitive data without compromising privacy—using advanced methods such as differential privacy, federated learning,...

Strategic imperatives are concepts that companies embrace to overcome internal and external challenges, such as economic disruptions that make it difficult to prepare a company for the future. Frost & Sullivan has identified eight: 1. Innovative Business Models 2. Compression of Value Chains 3. Transformative Megatrends 4. Disruptive Techn...