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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...

With the increasing importance of integrated circuits, the need to self-contained units in the electrical and electronic systems are observed to be significant. The electronic components were conventionally connected by soldering or by wire bonding techniques. Thermally conductive adhesives proves to be a promising alternative for these conventiona...

In this report, Frost & Sullivan examines the role of AI in the telecommunications services industry. Due to declining revenue from core telecom services, telecommunications service providers (telcos) are broadening their operations and leveraging AI to transform telecom services and create significant business value. We identify telcos using A...

The manufacturing sector is highly vulnerable to unpredictable market dynamics. Sudden changes in demand lead to major supply chain disruptions, resource shortages, increased turnaround time, and, most importantly, losses incurred while incorporating these changes in production processes. A comprehensive and adaptable system that meets business nee...

Diabetes has exhibited dramatic increases during the past decade, registering a global prevalence of 9% among adults aged 18 years and older, and is projected to be the 7th-leading cause of death by 2030. The most popular treatment for type 1 diabetes mellitus (T1DM) is multiple daily insulin (MDI) injections. However, researchers globally are work...

The report explores the transformation of obesity care from generalized BMI-based treatment to AI-enabled precision metabolic management. The study highlights how obesity is increasingly recognized as a heterogeneous, multi-pathway disease influenced by genetic, neurobehavioral, metabolic, and environmental factors, requiring personalized therapeut...

This edition of the Cyber Security Technology Opportunity Engine (TOE) explores emerging growth opportunities in autonomous multi-agent security operations, agentic AI-driven threat investigation, AI-native data governance, infrastructure identity security, and Zero Trust network protection. It highlights innovations in AI-powered SOC platforms, de...

The Asia-Pacific next-generation diagnostics market's revenue is projected to decline by 5.0% in 2023, attributed to the reduced demand for COVID-19-related testing. Rapid expansion in non-COVID molecular diagnostics and point-of-care testing (POCT) will not be sufficient to drive the overall recovery of the region. As companies continue to focus o...

Prosumers (customers who both produce and consume energy) are on the rise globally, as investment in renewables and distributed generation technologies increase. Enabled by smart energy management solutions, smart grids, energy storage solutions, and supportive legislation, the next 5 years will see strong growth in related markets, as well as disr...