 We have developed a new methodology for identifying wetland locations using remote sensing data and machine learning techniques. This approach has been tested on a large dataset in Northern Alberta and has shown promising results. The methodology can be scaled up to provide accurate wetland location information across the entire province. This article was authored by Jennifer N. Hurd, Evan R. Delancey, Gregory J. McDermott and others.