Recent advances in earth observation are opening up a new exciting area for exploration of satellite image data. In this session you will learn how to analyse this new data source with deep neural networks. Focusing on Emergency Response, you will learn (1) how to apply deep neural networks for Semantic Segmentation on satellite imagery. Additionally, we present recent advances of the Multimedia Satellite Task at MediaEval 2017 and show (2) how to extract and fuse content of natural disasters from Satellite Imagery and Social Media Streams. It is assumed that registrants are already familiar with fundamentals of deep neural networks.