I will discuss the least well understood Standard Model particle, the tau neutrino. I will present a novel analysis strategy, that leverages the unique capabilities of the DUNE experiment, to study tau neutrinos. I will demonstrate that the integration of collider physics ideas, such as jet clustering algorithms in combination with machine learning techniques, into neutrino measurements can be beneficial in the pursuit of this elusive particle.