Bayesian histograms for rare event classification
Bayesian histograms are a stupidly fast, simple, and nonparametric way to find how rare event probabilities depend on a variable (with uncertainties!).
My implementation of Bayesian histograms is available as the Python package bayeshist. So if you think this could be useful, just install the package and try it out: