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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...

As businesses emerged from the COVID-19 pandemic operating environment, they found themselves facing the Great Resignation, an economic downturn, and a potential recession. These dynamics caused them to reassess spending and force business units to do more with less. Low-code application platforms (LCAPs), a technology that was just gaining popular...

Computer vision is a rapidly burgeoning field, with the potential to revolutionize various applications such as advanced driver assistance systems, medical imaging, precision agriculture, retail, advertising, media, security and surveillance, unmanned aerial vehicles (UAVs), and robotics. This report answers the following questions: • Which are th...

Data center capex growth has accelerated dramatically in the past 2 years, reaching US$500 billion in 2025. Strong growth is set to continue, with investment set to reach US$1.5 trillion. North America has historically dominated investment and will continue to be a key regional market, but there is also accelerating demand from China, India, and Ea...

Software has become the decisive layer in smart building and facility management, and this study profiles the emerging providers reshaping the global market. It examines how digital platforms are used to monitor, control, analyze, and manage building systems and facility operations across commercial, institutional, and multi-site environments, enab...

This Frost & Sullivan research examines the strategic positioning of public cloud service providers to leverage artificial intelligence (AI) capabilities and monetize their service offerings. The report highlights the growing importance of public cloud providers in the AI ecosystem, given the increasing shift in enterprise and consumer data residin...

This edition of IT, Computing and Communications (ITCC) Technology Opportunity Engine (TOE) captures developments related to Augmented Reality, Artificial Intelligence, Generative AI, Edge AI. These technologies empower users to employ various input methods, enhancing accessibility and convenience. This adaptability enables clients to easily adjust...

The global healthcare RTLS market is evolving beyond traditional asset tracking toward intelligent location platforms that enable real-time visibility, workflow optimization, and operational decision-making across healthcare environments. As healthcare providers continue investing in digital transformation, RTLS is increasingly being deployed as an...

The customer experience (CX) automation market has reached an inflection point. Legacy interactive voice response systems and rule-based chatbots, designed to route and deflect rather than understand and resolve, are being displaced by a new generation of intelligent virtual agents (IVAs) capable of comprehending intent, maintaining context across ...