The discovery of the Higgs Boson has been a testament to the co- herence of the Standard Model of Physics, but the way in which this boson interacts with a fundamental class of particles known as leptons has yet to be explored, due to the rarity with which the Higgs Boson decays into leptons and the event's similarity to the decay of other particles such as the Z Boson. By creating a machine learning model to accurately determine whether a Higgs Boson is decaying into tau particles (a type of lepton) within a particle accelerator, physicists will be able to explore the nature of the Higgs's interaction with lep- tons. Our model serves to contribute to the work of others involved in the Higgs Boson Machine Learning Challenge, a crowdsourced eort to generate a satisfactory classication model to be used at CERN's facilities, where the Higgs Boson is studied.