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In 2018, China produced about 14 million units of two-wheeler motorcycles. Among them, domestic sales accounted for 47.6% and 52.4% of sales was contributed by export activities. This is a mature market. The country is experiencing market decline for two-wheeler motorcycles due to government regulations, such as driving restrictions in designated a...

Femtech is an emerging term and, as is the case with most new concepts, is poorly understood. While some relate Femtech only with products unique to the female anatomy (including consumer products), others dismiss it as just another term for a group of existing solutions. Frost & Sullivan believes it is a unique space and a place for new growth opp...

The global clinical diagnostics market is poised for strong growth as stakeholders shift focus toward high-growth segments such as precision medicine, decentralized diagnostics, software-driven solutions, and product expansion. Companies continue to adopt LIMS and other digital platforms while emerging opportunities in the POCT sector further drive...

This research service focuses on the innovations for surgical robotics within various surgical disciplines. It discusses the key drivers and industry challenges and also enlists end-user demands and developer requirements.It identifies the technology roadmap and covers some of the key patents within the area.

The automotive, agriculture, and construction equipment (ACE) industries is witnessing an increase in the R&D and deployment of protective paints and coatings. Leading automotive coating producers are developing solutions which enable faster preparation and drying times. Coating producers emphasize on paints which enable painters to make small scra...

Medical devices utilizing single imaging technology have been used for decades. While single imaging technology has its merits, multimodal or combination of different imaging techniques have the potential to improve the diagnostic accuracy of the physician and help achieve better treatment outcomes. With the introduction of whole-body PET-CT and SP...

As the rapid spread and impact of COVID-19 continue to cripple healthcare sector providers across Europe, telehealth is emerging as a boon in ensuring efficient access to essential healthcare services. Primary care appointments took a major downturn as people avoided them largely until necessary or were unable to have routine face-to-face visits du...

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...

Advanced sensors have led to the development of advanced robotics systems. This research is primarily focused on the advancements in sensors for robotics used for industrial, logistics, and defense applications. The primary areas focused on are sensor developments in various types of robots, such as legged robots, cobots, and unmanned aerial vehic...