In this paper. we start with a comprehensive evaluation of the effect of adding differential privacy (DP) to federated learning (FL) approaches. focusing on methodologies employing global (stochastic) gradient descent (SGD/GD). and local SGD/GD techniques. https://www.uvmebrl.com/product-category/magazine/