In the ever-evolving landscape of machine learning, federated machine learning has emerged as a groundbreaking paradigm, offering a novel approach to data privacy, model training, and collaborative learning. As businesses strive to harness the potential of artificial intelligence (AI), understanding the benefits of federated machine learning becomes paramount. In this