Electives are offered across multiple academic areas, allowing students to tailor the program to their research and career interests.
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Mathematics & Foundations
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Data Structures and Algorithm
3 Credits
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Machine Learning and Optimization
3 Credits
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Software Fundamentals of Computing and Intelligent Systems
3 Credits
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Numerical Optimization
3 Credits
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Introduction to Optimization
3 Credits
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Signal Theory
3 Credits
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Detection and Estimation Theory
3 Credits
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Mathematics of Machine Learning
3 Credits
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Fuzzy Sets and Applications
3 Credits
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Introduction to Game Theory
3 Credits
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Learning Systems
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Deep Learning
3 Credits
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Reinforcement Learning
3 Credits
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Special Topics in Reinforcement Learning
3 Credits
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Advanced Reinforcement Learning
3 Credits
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Graph Machine Learning
3 Credits
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Special Topics in Machine Learning I
3 Credits
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Special Topics in Machine Learning II
3 Credits
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Special Topics in Machine Learning III
3 Credits
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Computational Learning Theory
3 Credits
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Special Module in Machine Learning
3 Credits
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Data Science
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Information Retrieval and Web Search
3 Credits
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Advanced Data Management
3 Credits
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Special Topics in Data Management
3 Credits
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Special Topics in Data Science
3 Credits
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Bayesian Statistical Modelling and Computation
3 Credits
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AI Applications
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Deep Learning for Computer Vision
3 Credits
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Special Topics in AI Applications
3 Credits
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Special Topics in Computer Vision
3 Credits
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Computational Cognition
3 Credits
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Natural Language Processing
3 Credits
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History and Philosophy of Artificial Intelligence
3 Credits
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AI for Computational Biology
3 Credits
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Artificial Intelligence for Earth Observation
3 Credits
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Special Module in AI Applications
3 Credits
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Advanced Functional Brain Imaging
3 Credits
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Advanced Computer Vision
3 Credits
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Introduction to Computer Vision
3 Credits
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Computer Vision
3 Credits
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Computational Neuroscience
3 Credits
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Probabilistic Machine Learning for Mechanics
3 Credits
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Deep Learning for Mechanics
3 Credits
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Large Language Models
3 Credits
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