Natural language processing has gone through a series of innovations in the last few years. Deep learning achieved state-of-the-art results on many tasks, and lowered the entry barrier for newcomers. This course will focus on modern word and meaning representation, and compare them to classic linguistic approaches. We will talk about statistical learning and language modelling and demonstrate some of these methods' weak points.