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It is always our dream to build up machines with capabilities of perception, recognition and cognition just like human beings. From the point of view of learning, vision and cognition, machine intelligence can be realized in a mathematical way. In this seminar talk, different mathematical modeling methodologies will be discussed with case studies of machine intelligence applications, such that the corresponding mathematical tools can be employed to solve the engineering problems.

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