Text classification is a common task where machine learning is applied. Be it questions on a Q&A platform, a support request, an insurance claim or a business inquiry - all of these are usually written in free form text and use vocabulary which might be specific to a certain field. This article demonstrates how such classification problems can be tackled with the open source neural network library Keras.