Deep learning algorithms require a large amount of training data to be successful. This so far has limited the commercial impact that deep learning can have. We want to tackle a key commercial challenge that is to address satellite image use-cases where training data is hard to come by. In this project, we will build an advanced artificial intelligence platform that can analyse satellite imagery at scale with limited training data and apply to an important use case.