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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...

After experiencing significant demand shocks on account of COVID-19 in H1 2020, the DCB market made significant progress in H2 2020, registering annual shipments of 1.8 million units with a YoY growth of 9 percent, primarily driven by the revival of demand in the education sector. Despite the slowdown, the pandemic paved the way for the tremendous ...

Frost & Sullivan analyzes numerous companies in an industry. Those selected for further analysis based on their leadership or other distinctions are benchmarked across 10 Growth and Innovation criteria to reveal their position on the Frost Radar. The publication presents competitive profiles of each company on the Frost Radar considering their stre...

This edition of IT, Computing and Communications (ITCC) Technology Opportunity Engine (TOE) captures developments related to Artificial intelligence, Augmented Reality, Virtual Reality, Generative AI, Machine Learning Models, and Robotics Process Automation. These technologies empower users to devote their efforts to higher-value activities by auto...

This guide equips business buyers with a strategic, practical framework for selecting a digital asset management (DAM) platform. As organizations produce and deploy more rich media content than ever, a DAM system has become mission-critical for managing these assets and accelerating marketing operations. It’s not just about storing files—a well-imp...

Frost & Sullivan has identified that the education vertical is ripe for digital transformation and adoption of modern communications and collaboration technologies to improve operational efficiencies, improve instructor performance and enhance students’ experience. COVID-19 unmasked this sector’s lack of preparedness to address the sudden need f...

The integration of artificial intelligence (AI) and machine learning (ML) within the space industry has the potential to significantly enhance satellite operations, space exploration, and space situational awareness, among other areas. This report investigates the impact of AI/ML on various aspects of the space industry, including satellite network...

The digital signage platforms market is entering a more consequential stage of development in which the central challenge is no longer whether organizations can deploy screens, but whether they can manage those screens as secure, intelligent, and measurable digital infrastructure across varied physical environments at scale. Digital signage now spa...

This Frost Radar provides a perspective on trends and an assessment of 12 growth and innovation leaders in the industrial extended reality (XR) platforms industry. It analyzes vendors offering immersive XR solutions for applications of augmented reality, mixed reality, and virtual reality technologies. Industrial XR platform vendors are those ...