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This course introduces modern artificial intelligence (AI) methods in the context of neuroscience and neuroengineering. Topics include machine learning algorithms, neural network models, probabilistic models, evolutionary computation, and symbolic AI. Examples span from basic research to practical applications, with an emphasis on understanding the fundamental principles underlying these approaches.