Verified Certificate

Supported by the following organizations

This is to certify that Yuming Chang successfully completed and received a passing grade in transport-systemsX: Intro to Traffic Flow Modeling and Intelligent Transport Systems a course of study offered by EPFLx, an online learning initiative of Ecole Polytechnique Federale de Lausanne.

Noted by

Nikolas Geroliminis

Nikolas Geroliminis

Associate Professor École polytechnique fédérale de Lausanne

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