Transport maps provide one way to morph a source probability measure to a target probability measure. In this talk, we discuss a particular transport map called the Knothe-Rosenblatt rearrangement, our current efforts to its estimation, and the applications that motivated us for this research. Our work is still in progress, but we discuss some observations and challenges that we had encountered