Introduction: The Rise of Distributed Learning In an era defined by exponential data growth and the rise of increasingly complex machine learning models, the limitations of traditional centralized training methods are becoming strikingly evident. The sheer volume of data generated today, from social media interactions to scientific experiments, often surpasses the capacity of single machines.