Deep learning has done exceedingly well in computer vision. This is particularly useful for GIS applications because satellite, aerial, and drone imagery is collected at a rate that makes it impossible to analyze using traditional methods. In this demo-rich session, learn about the extensive deep learning capabilities for imagery and 3D data. We will demonstrate object detection, pixel classification, image translation, and object classification using imagery, along with point cloud classification and 3D object detection using 3D data.