News & Updates

Exploring Python vs. C++ Runtime Performance

A framework optimization deep dive checking computational and memory latency variables.

Scaleout Secures 35 MSEK Investment Round

Accelerating secure edge development with expanded support from Fairpoint Capital.

Distributed Continuous Machine Learning

Analyzing systemic architectural transitions as global parameters process natively on devices.

Machine Learning in the Cloud-Edge Continuum

Balancing remote aggregation steps against central analytics to scale storage constraints.

Scaleout Joins NATO's DIANA Programme

Deploying the FEDAIR node system framework to support contested electronic warfare positions.

Federated Learning Made Easy with FEDn

Implementing unified compute bundle processes directly over standard PyTorch graph networks.

Guaranteeing Data Privacy for Clients in FML

Injecting adaptive Gaussian noise matrices to guarantee node protections on tracking devices.

Federated Learning for Object Detection Using YOLO

Running decentralised computer vision training weights over remote field cameras.

Hyperparameter Tuning with Optuna and FEDn API

Automating server-side optimizer updates inside distributed production environments.

Enhancing Semiconductor Pick-and-Place via FML

Collaborative training with Mycronic hardware assets using proprietary customer datasets.

Federated Multi-task Learning Structures

Isolating localized validation sequences across non-identical, heterogeneous end-devices.

Enhancing Data Security with Intel SGX and AMD SEV

Comparing hardware enclave performance criteria during distributed parameter aggregation blocks.

Email Spam Detection with FEDn and Hugging Face

Fine-tuning deep BERT-tiny language configurations across edge nodes with total data privacy.

Federated Self-Supervised Learning in Autonomy

Training vehicle fleet models on unlabelled sensor data directly within localized loops.

Leveraging JWT Authentication in FEDn Studio

Securing core administrative API access pathways against untrusted perimeter interactions.

Project Management via ArgoCD in FEDn Studio

Deploying structured Helm charts to automate federated systems directly over Kubernetes.

The Impact of Backdoor Attacks on MNIST Graphs

Tracking vector manipulation traits when isolated nodes introduce poison samples to the pool.

Federated Learning: Self-Managed On-Premise or SaaS?

A full compliance trade-off audit between bare-metal deployments and hosted clouds.

Scaleout and Flower Partner on FL Solutions

Strategic integration connecting frontend Flower nodes with backend FEDn tracking engines.

Input Privacy: Adversarial Attacks and Training Impacts

Measuring baseline global safety resistance during intentional edge label-flipping steps.