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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...

Cloud communications empower customer organizations to accelerate their digital transformation efforts. IT decision makers (ITDMs) rank boosting team collaboration, improving the customer experience, and enhancing resiliency and business continuity as the top three UCC technology investment drivers. Mature applications in the business communication...

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...

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...

As digitization progresses across industries, AI is gaining a ubiquitous adoption as more and more business processes are being automated. With this, the expectations from AI in terms of what applications can be realized using AI is also expanding, and thus a more complex set of neural networks have been introduced which are expected to leverage ad...

The global data centre industry is entering a new growth phase, driven by surging AI adoption, expanding cloud ecosystems, energy transition requirements, and the increasing digitisation of economies. The most significant growth opportunities are emerging at the intersection of computing capacity, energy infrastructure, cooling innovation, digital ...