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As industries across the globe pursue digitization across functions, more and more data are being generated and utilized to empower decision making and insight generation. As the volume and complexity of data increases, it is also becoming difficult for traditional machine learning (ML) algorithms to make sense of a large number of variables. The l...

It is difficult to understand what is happening in the field of artificial intelligence (AI). New developments seem to happen weekly, and companies use different words to describe their products. The terms artificial intelligence, cognitive intelligence, autonomous machines, and machine learning are all thrown around. This research brings clarity t...

This study covers ongoing and planned deep space missions across government and commercial agencies and examines the opportunities they will create for the NewSpace and ICT market participants. The study categorizes the deep space missions across the following key segments: lander, rover, and orbiter. It identifies the evolving requirements of the ...

A major challenge in drug discovery is the limited number of gene targets that can be targeted for the development of a drug molecule. Only close to 400 genes are proven targets for US FDA-approved drugs. 80% of human genes are unexplored as targets, and some are considered undruggable. The identification and the selection of novel drug targets (p...

Video telematics solutions are poised to become the norm amongst enterprise fleets in the initial phase, owing to reduced vehicle claims, efficient driver exoneration, and higher realized return on investment. Medium and heavy-duty commercial vehicles for long-haul vehicle operations are primarily poised to be early adopters of video telematics, gi...

Technological and digital trends are transforming the oil and gas industry. Main players commonly choose operational technologies (OTs) to carry out the automation of their oil and gas processes; however, newer technologies, such as AI, IoT, and robotics are starting to gain more relevance in the industry. Oil and gas companies have adopted automat...

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 edition of IT, Computing and Communications (ITCC) Technology Opportunity Engine (TOE) captures developments related to Artificial intelligence, Augmented Reality, Virtual Reality, Generative AI, Machine Learning Models, and Robotics Process Automation. These technologies empower users to devote their efforts to higher-value activities by auto...

This edition of IT, Computing and Communications (ITCC) Technology Opportunity Engine (TOE) captures developments related to CloudOps, Apache Spark, DevSecOps, AI, Cloud Data Services, Carbon accounting, NVMe, Neural Network, Deep Learning & SAASITCC TOE’s mission is to investigate emerging wireless communication and computing technology areas incl...