Big Data in Education

开始时间: 待定 持续时间: Unknown

所在平台: Coursera

课程类别: 教育

大学或机构: Columbia University(哥伦比亚大学)

授课老师: Ryan S.J.d. Baker



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The emerging research communities in educational data mining and
learning analytics are developing methods for mining and modeling the increasing amounts of fine-grained data becoming available about
learners. In this class, you will learn about these methods, and their
strengths and weaknesses for different applications. You will learn how to use each method to answer education research questions and to drive intervention and improvement in educational software and systems. Methods will be covered both at a theoretical level, and in terms of how to apply and execute them using standard software tools. Issues of validity and generalizability will also be covered, towards learning to establish how trustworthy and applicable the results of an analysis are.


  • Prediction Modeling
  • Behavior Detection
  • Behavior Detector Validation
  • Relationship Mining
  • Discovery with Models
  • Visualization of Educational Data
  • Knowledge Inference
  • Structure Discovery: Knowledge Structures
  • Structure Discovery: Clustering and Factor Analysis
  • Educational Databases


Deep Learning Specialization on Coursera


Education is increasingly occurring online or in educational software, resulting in an explosion of data that can be used to improve educational effectiveness and support basic research on learning. In this course, you will learn how and when to use key methods for educational data mining and learning analytics on this data.


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