Artificial Intelligence (AI) is rapidly transforming industries by enabling predictive analytics, automation, and decision-making at scale. However, training machine learning models often requires aggregating vast amounts of data into a central repository, which raises significant challenges around data privacy, compliance, and network efficiency.