You will learn how to apply these methods and when to apply them, as well as their strengths and weaknesses for different applications. You'll also gain experience with standard data mining methods frequently applied to educational data. You will examine the methods being developed by researchers in the educational data mining, learning analytics, learning-at-scale, student modeling, and artificial intelligence communities. In this course, you will learn how and when to use key methods for educational data mining and learning analytics on this data. This movement has resulted in an explosion of data, which can now be used to improve educational effectiveness and support basic research on learning. Online and software-based learning tools have been used increasingly in education.
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