Search results for: 'model trend'

Traditional training environments face patient safety risks, resource constraints, and limited exposure to rare event scenarios. Additionally, physical simulations are costly, limiting accessibility (especially in resource-constrained settings). Current simulation models lack personalization, resulting in operational complexity for hospitals due to...

The artificial intelligence (AI) landscape is undergoing rapid transformation, with enterprises worldwide navigating a complex journey from experimentation to operationalization. The Global State of AI 2025 report delivers a timely, in-depth exploration of how organizations are adopting, deploying, and scaling AI technologies to drive business valu...

The Economic Trend Opportunity Profiles (TOPs) series captures a structural shift in the global economy where national competitiveness is increasingly defined by control over AI capabilities, digital infrastructure, industrial capacity, and secure data ecosystems. Across AI-led productivity, smart manufacturing, digital risk, sovereign compute infr...

Global data center investment will continue on a high growth trajectory due to high demand from hyperscale cloud and a high degree of data center activity in emerging economies. The burgeoning AI industry will further accelerate data center investments. A diverse range of industry players, from major hyperscale corporations to prominent colocation ...

With air travel becoming more commoditized and airlines looking to optimize costs and resources, IT systems in aviation has become a critical component in airline business models. From passenger experience to maintaining the airlines, IT systems are being used to perform critical functions, track and maintain data, and provide analytics for better ...

Agentic AI is redefining the enterprise AI landscape by moving beyond traditional and generative models toward autonomous systems that can reason, plan, and act across complex workflows. Enterprises are increasingly moving from experimentation to production-grade AI deployments, embedding agents within workflows, customer journeys, and IT operation...

Building information modeling (BIM) digitizes the functional and physical aspects of the project in the construction sector, providing more visibility and easing the decision-making process in the entire lifecycle. Apart from 3D (width, height and depth) modeling, BIM also consists of other dimensions such as 4D (time), 5D (cost), 6D (Sustainabilit...

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 Hot Topic explores how the IT industry is transforming the automotive industry, with a particular focus on the emerging connected car trend. It provides important insights into connected cars by presenting an overview of the current opportunities in the market and those that are still being developed. Beyond this, the analysis investigates how...