Federated Learning – a brief introduction
What is Machine Learning?
Machine learning is a subfield of artificial intelligence that focuses on utilizing large (centralized) datasets to develop algorithms, enabling computer systems to:
• Learn from the data.
• Identify patterns in the data.
• Make predictions based on the given dataset.
Traditionally, the approach to machine learning and data analysis has involved collecting all data on a central server, which could be in a data center or in the cloud. This means transporting and storing all the data in one place. Once centralized, machine learning algorithms can be applied to train models using the data. This has been the standard method for machine learning……