Verified Certificate

Supported by the following organizations

This is to certify that LIU Zhaoyang劉肇陽 successfully completed and received a passing grade in Data8.1x: Data Science: Computational Thinking with Python a course of study offered by BerkeleyX, an online learning initiative of University of California, Berkeley.

Noted by

Ani Adhikari

Ani Adhikari

Teaching Professor of Statistics University of California, Berkeley

John DeNero

John DeNero

Assistant Teaching Professor of Computer Science University of California, Berkeley

David Wagner

David Wagner

Professor of Computer Science University of California, Berkeley

About edX

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About edX Verified Certificates

An edX Verified Certificate signifies that the learner has agreed to abide by the edX honor code and completed all of the required tasks of this course under its guidelines, as well as having their photo ID checked to verify their identity.