Abstract: Federated learning is an important distributed machine learning paradigm. This study proposes a privacy-preserving data augmentation model for federated learning of heterogeneous data, which ...

If your machine has GPU(s), you can make use of the GPU(s) inside the containers by adding a --gpus parameter to your docker command. For example, this command sudo ...

One of the prominent challenges encountered in real-world data is an imbalance, characterized by unequal distribution of observations across different target classes, which complicates achieving ...

Azure Machine Learning Service helps teams build, train, deploy, and manage AI models with cloud tools, scalable compute, and collaborative workflows. Azure Machine Learning helps teams build, train, ...