Description: A local resource refers to any type of data, file, or application that is stored and executed on a local machine, such as a personal computer or local server, rather than being hosted in the cloud. This form of storage allows for faster and more direct access to resources, as it does not rely on an internet connection. Local resources are fundamental in environments where data privacy and security are paramount, as they allow for greater control over sensitive information. Additionally, using local resources can be more efficient in terms of performance, especially in situations where network latency may affect data access speed. In the context of federated learning, local resources play a crucial role, as they enable learning models to be trained on data that remains on the user’s device, thus ensuring the privacy and security of information. This methodology has become increasingly relevant in a world where data protection is a growing concern, enabling organizations to leverage the power of machine learning without compromising individual data confidentiality.
