Bioclimatic classifications seek to divide a study region into geographic areas with similar bioclimatic characteristics. In this study we proposed two bioclimatic classifications for Colombia using machine learning techniques. We initially obtained a modified Lang classification using dimensionality reduction and classification techniques. We then integrated the modified Lang and Caldas classifications to derive a second bioclimatic classification for Colombia.