Machine Translation (PV061) Pavel Rychlý Technical information Exam: written ~ 5-8 questions max 50 points 25 point to pass extra points (max 25) for homeworks, projects find good examples, illustrations code, language, pictures Previous knowlege no special requirements reading mathematics probabilities examples in Python NumPy, PyTorch (matrix operations) Approaches to MT rule based rules from experts no data statistical structure/model from experts optimization of parameters from data some data neural (deep learning) everything from data huge amount of data usually a combination