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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...

In this research service, Frost & Sullivan reviews the rising need for alternators in light of the growing demand from the commercial and the industrial sectors. The study also examines market drivers and restraints for the next 10 years. The rising need for power, along with growing customer awareness of the benefits of backup power, in light of t...

In this research service, Frost & Sullivan reviews the increasing need for services in light of the growing generators demand from the commercial and the industrial sectors. The study also examines market drivers and restraints for the next 10 years. The rising need for power, along with growing customer awareness of the benefits of digital solutio...

The proliferation of IoT is driving demand for smart computing devices that offer an array of features and services such as real-time access to information, resources, and communications. To keep pace with these enhancements, devices have become more powerful and more complex, driving the need to integrate multiple systems on a single IC. A SoC int...

This study offers a strategic overview of Tesla to identify and analyze the factors actively electrifying its product lineup. Tesla is accelerating its growth in the pure battery electric vehicle (BEV) market by catering to the luxury and mass-market segments, introducing new EV technologies, and manufacturing EV components in-house, such as integr...

As governments around the world try to reduce carbon emissions by an unprecedent amount with electric vehicles as a focus of incentives, the reality is that millions fossil fuel-powered cars will remain on the road for decades to come. With this in mind, automotive and energy companies are considering whether an investment in electrofuel production...

Net zero goals requires decarbonization in every aspect of human life, and renewable energy production is essential. Flexible solar cells are a compelling proposition because of their wide variety of existing and novel application areas. In contrast to conventional, fixed-format solar panels often crafted from crystalline silicon, flexible solar ce...

Fleet electrification is crucial to reaching sustainability goals. It involves the transition of fleets from internal combustion engines to electric engines. The charging requirements of the fleet are evaluated to identify potential charging opportunities either en route at public charging stations or at depots through installed chargers. Access...

Frost & Sullivan expects the electric bus charging industry to grow rapidly as demand for electrified vehicles increases. While legacy infrastructure players continue to dominate the sector, start-ups and technology companies are entering the charging space, eager to accelerate adoption with ultrafast and wireless charging innovations.Aside from de...