A tutorial on Graph Rewiring using learnable spectral node embeddings and distances. We first explain the introductions to spectral theory, then we go trought the proposed methods for transductive rewiring, then we delve into how to performe inductive rewiring in graphs using DiffWire and we finally explain the implications of rewiring in Algorithmic Fairness [Accepted Academic Tutorial].