In neuroscience, numerous complementary techniques have been established to estimate human brain connections in vivo. We have created a tool that aligns complementary views of brain connectivity into a unified latent representation. This tool can then translate among patterns of white matter connectivity and functional coactivation, across myriad estimation techniques, preserving inter-individual variability.