Random Forests are part of how the LHC found the higgs, based on my armchair understanding of the slide decks.<p>Measurement, Monte Carlo and Machine Learning form an interesting triangle. My impression of the LHC pipe is they used monte carlo model sims to train up classifiers that would flag the data relevant for distinguishing alternate models.