I would say probabily & statistics is the most important prerequisite. Especially Gaussian Mixture Models (GMMs) and Hidden Markov Models (HMMs) are very important both in machine learning and natural language processing (of course these subjects may be part of the course if it is introductory).
Then, I would say basic CS knowledge is also helpful, for example Algorithms, Formal Languages and basic Complexity theory.
