This document summarizes my project with karoo machine learning where I used it to model the inelasticity distribution from the Connolly et al. cross-section paper. I plotted the four distinct functionst that karoo gave me out of a 100 against the data. The parameters I used were: tree depth=5, number of generations = 20 and coeffecients ranging from 0.1 to 0.5. I had issues getting each of the functions to fit the low y values, so in the future I think it would help to isolate just the low y values and try to see if karoo can fit them properly. I also included plots for different energies which showed that the functions did not fit very well to a different energy. In the future, I'd like to see if I can improve karoo's fitness functions to make the best fit functions resemble the data more.