Industrial Optimization Mathematical methods of continuous, discrete and combinatorial optimization under constraints. Linear programming non-linear optimization, constraint programming, integer optimization with heuristic methods. Practical applications to optimization in an industrial context. (6 ECTS)
Robotics This module will focus on the computer science aspects of robotics such as control, search and optimization. Students will focus on programming (rather than building) robots in our cognitive robotics lab, for problem solving, and human interaction. This includes the realization and testing of suitable learning methods, as well as the design of intuitive user interfaces. There will be a lot of practical work, e.g. with drones and other autonomous systems. (6 ECTS)
Natural Language Processing Natural language processing (NLP) is a subfield of linguistics, computer science, and AI concerned with the interactions between computers and human language, in particular how to program computers to process and analyse large amounts of natural language data. We cover text-processing, semantics analysis, sentiment analysis, document classification and chatbots, as well as the latest deep learning methods for NLP. (9 ECTS)
Computer Vision & AI This module is concerned with how computers can gain a high-level understanding from digital images or videos. This includes image processing, colour perception, enhancement and filtering, feature detection, image segmentation, object recognition and classification. We also cover convolutional neural networks and the latest methods in deep learning for computer vision. (9 ECTS)
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