Test et démonstration des briques logicielles
Les briques logicielles sont organisées selon une architecture conteneurisée. La conteneurisation est une forme de virtualisation du système d'exploitation dans laquelle les applications sont exécutées dans des espaces utilisateurs isolés appelés conteneurs qui utilisent le même système d'exploitation partagé. Un conteneur d'applications est un environnement informatique entièrement regroupé en package et portable.
Federated Recommender System for the medical field
Abstract
The medical field has always been attracted to the development of information technologies. More recently, recommendation systems (RS) in the health field have received more and more attention. These can be developed for two kinds of users: one the one hand, patients who can use these systems to become more actively involved in their own healthcare or, on the other hand, health professionals to help them with their clinical decisions. Health recommendation systems (HRS) aim to recommend diets, physical activities, doctors,...
Grand Défi "Reliable privacy preserving AI"
Objectif du défi
L'objectif est de fournir des approches où les utilisateurs d'intelligence artificielle, les fournisseurs de solutions et les autres parties prenantes gardent sous contrôle la confidentialité de leurs données, informations et connaissances.
DEEP CONVOLUTIONAL NEURAL NETWORKS (CNN) FOR COVID-19 CLASSIFICATION IN CHEST X-RAY IMAGES WITH EXPLAINABLE ARTIFICIAL INTELLIGENCE (XAI)
The latest advances in machine learning and in particular with convolutional neurons (CNN) have proven more than once their great accuracy in the detection of diseases. In this paper, we present a new approach for COVID-19 detection from chest X-ray images using Deep Learning algorithms. An efficient process consisting of techniques of transfer learning and a fine-tuning from pre-trained CNN models (InceptionV3, VGG16, MobileNet, EfficientNet, etc.) is proposed.