Nature

Federated learning-enabled privacy-preserving framework for seizure forecasting and affective state analysis using multi-modal EEG-ECG data

We are providing an unedited version of this manuscript to give early access to its findings. Before final publication, the manuscript will undergo further editing. Please note there may be errors ...
Nature

Privacy-preserving federated learning with optimized ensemble weighting and knowledge distillation for COVID-19 detection from non-IID medical imaging data

Medical imaging enables rapid and accurate diagnosis of COVID-19, with CT scans proving especially effective. However, data privacy concerns limit collaborative model development across hospitals. To ...
GitHub

Scaleout Edge: Sovereign Edge AI orchestration and Federated Learning

Scaleout Edge helps AI developers manage the machine learning lifecycle over distributed edge nodes and data silos. From a central control plane, operators can securely distribute models to edge nodes ...
Forbes

The Future Of AI Privacy: How Federated Learning Is Revolutionizing Data Security

In an era where data breaches make headlines weekly and privacy regulations tighten globally, artificial intelligence faces a fundamental challenge: how to learn from data without compromising privacy ...
Wired

You Can Now Install—and Update—Microsoft Store Apps Using the Command Line

I can't stand opening the Microsoft Store. It's slow to load, confusing to browse, and full of ads for things I don't care about. Luckily, thanks to a new feature, I don't have to open the Microsoft ...
IEEE

Privacy-Preserving Federated Learning for Multi-Tenant CRM Systems

Abstract: Modern CRM systems face competing demands: ultra-personalization versus stringent privacy requirements. Multi-tenant SaaS architectures containing data from multiple corporate customers on ...
LinkedIn

Federated Learning: Training AI Models Without Centralizing Data

Imagine a hospital sharing patient scans to build better cancer detection tools. Now picture hackers stealing those files from a central server. Data breaches like that hit headlines often, costing ...
marktechpost

Deep Learning Framework Showdown: PyTorch vs TensorFlow in 2025

The choice between PyTorch and TensorFlow remains one of the most debated decisions in AI development. Both frameworks have evolved dramatically since their inception, converging in some areas while ...
Forbes

From The Cloud To The Edge: Federated Machine Learning Is Moving AI Closer To Where It Is Used

Vikram Gupta is Chief Product Officer, SVP & GM of the IoT Processor Business Division at Synaptics, a leading EdgeAI semiconductor company. In my previous articles, I explored how the rapid growth of ...
InfoWorld

Get started with the new Python Installation Manager

Soon to be the official tool for managing Python installations on Windows, the new Python Installation Manager picks up where the ‘py’ launcher left off. Python is a first-class citizen on Microsoft ...
World Bank

Foundational Learning

Foundational learning, which includes basic literacy, numeracy, and socio-emotional skills, is the foundation for a life of learning. They also foster social and emotional growth, cognitive ...
devdiscourse

Federated AI achieves 99.9% accuracy in IoT cybersecurity and fraud detection

Woxsen University researchers have introduced a significant innovation in privacy-preserving artificial intelligence (AI) for cybersecurity and financial fraud ...