Methods for flexible estimation of conditional density and quantile function, as well as model agnostic tools for analyzing quantile covariate effect and variable importance. The estimation method implements the semi-parametric quantile regression model described in Xu and Reich (2021) doi:10.1111/biom.13576, and the model agnostic tools extend accumulative local effects (ALE) to quantile regression setting.