fed2tier. Fed2Tier offers a two-tier federated learning approach, optimizing for eco-friendliness and efficiency. It improves model generalizability by integrating more edge devices and uniquely categorizing clients. The addition of intermediate nodes streamlines communication and reduces carbon emissions, enhancing both privacy and performance.