数据挖掘:理论与算法 | Data Mining: Theories and Algorithms for Tackling Big Data is one of the technical courses of the Data Science Professional Certificate Program offered by Tsinghua University at edX.

Instructors

  • 袁博 Bo Yuan (associate professor, Tsinghua University)

Course Summary

Each module starts with an interesting real-world example that gives rise to the specific research question of interest. Students are then presented with a general idea of how to tackle this problem along with some intuitive and straightforward approaches. Finally, a number of representative algorithms are introduced along with concrete examples that show how they function in practice.

Learning Scope

  • Basic data science concepts.
  • Typical data mining techniques.
  • Applications for data mining.
  • A taste of research in data mining.

数据挖掘: 理论与算法 | Tsinghua University - edX