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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...

This Frost & Sullivan study on the global facility management (FM) industry identifies the best practitioners from a sustainability point of view. Demand for services geared toward achieving more sustainable outcomes is rising, often associated with clients goals. With the trend of environmental sustainability continuing to gain momentum in the me...

The COVID-19 pandemic prompted a transformation in the infectious disease point-of-care testing (POCT) market. The shift towards miniaturized POCT devices will lead to the emergence of cost-effective integrated lab-on-a-chip devices based on microfluidic technologies and smartphone-based solutions enabling multiplexed detection of infectious pathog...

Low standards of municipal water supply and poor quality of underground water have brought more opportunities for companies to invest in the POU water treatment systems market in India. The market is in a high growth stage, witnessing high competition and price sensitivity. With increasing purchasing power capacity of the lower, lower-middle income...

As EVs continue to disrupt the power-mobility ecosystem, the role played by charging solutions in the 2020s will be crucial in how effectively the ecosystem develops. This will more so as utilities, technology solution providers, and major oil and gas firms look to target an area which effectively bridges power and mobility. Although a nascent indu...

This edition of the Cyber Security Technology Opportunity Engine (TOE) explores AI Data Governance and Real-Time AI Interaction Monitoring enable secure LLM adoption, while Human Risk Management and Real-Time Risk Detection deliver contextual behavioral interventions. Web Exposure Management and Continuous Web Exposure Discovery provide agentless c...

The smart and connected homes market is in a high growth phase at the moment, but it is also riddled with uncertainty about what will happen next in terms of technology, applications, business models, suppliers, and customer demographics. This study takes a detailed look at the expectation and requirements of end customers in Europe by examining at...

With the rapid rise of solid-state lighting (SSL) and integrated LED solutions, the lighting industry has been through an enormous transformation over the past few years. In 2016, LED will account for more than 50.0% of the sales; by 2025, this number is likely to reach 98.0%. This transformation will continue to bring enormous change to the compe...