Unsupervised Learning of Symmetry Protected Topological Phase Transitions

We can use a diffusion map to detect the phase transition of the 1+1 d Symmetry protected topological phase. Our model works for spin half and spin 1 system and 1d fermion chain. We can create the phase diagram for all the possible phases in the 1+1 d dimensions for both short-range and long-range phases.