Search results for: 'models construction'

Construction is undergoing a pivotal shift, as climate instability, exponential urban growth, labor scarcity, heightened stakeholder demands, and the need to reduce carbon emissions reveal the shortcomings of conventional project delivery methods. The industry is shifting from traditional building projects to intelligent, interconnected, and resili...

This series introduces a collection of emerging Trend Opportunity Profiles that showcase innovative business models shaping the next wave of global transformation. These profiles emphasize the growing adoption of advanced technologies, the strengthening of digital ecosystems, and the shift toward environmentally responsible practices. One of the ke...

This study features emerging Trend Opportunity Profiles that share novel business outlooks in the form of models that offer convenience to customers and profit to owners through advanced technology usage, increased digital presence, and strategic collaborations.With a shift in consumption patterns towards personalization and ease of access as the p...

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...

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 recent introduction of ChatGPT from artificial intelligence (AI) firm OpenAI has captured the imagination of the world and moved AI further into mainstream conversation. ChatGPT is “humanizing” AI in a way that has not been experienced before, generating impressive content from relatively simple requests (or prompts) written in natural language...

Technological advancements are disrupting the healthcare industry. There is an increasing trend toward personalized and precise medical treatments, such as personalized genomics, which provide outputs at a much lower cost and at a faster speed than has ever been possible. Precision medicine has also driven the development of targeted drug delivery,...

The construction management solution (CMS) market is crowded with numerous small and large vendors competing for customers and market share. Among the most important sources of competitive differentiation are the depth of a vendor’s product line strategy and the ability to address the needs of a variety of stakeholder groups involved in a construct...

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

Infographics

×

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...