Repository for Columbia University course CSEE6891: Reproducing Computational Research. The work done is aimed at reproducing the paper 'Data mining applied to acoustic bird species recognition' Vilches, E., Escobar, I. A., Vallejo, E. E., & Taylor, C. E. (2006, August). In Pattern Recognition, 2006. ICPR 2006. 18th International Conference on (Vol. 3, pp. 400-403). IEEE.