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Machine Learning and Human Learning

Offered By: University of Illinois at Urbana-Champaign via Coursera

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Machine Learning Courses Artificial Intelligence Courses Learning Analytics Courses

Course Description

Overview

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This course examines the differences between machine and human learning and the ways in which machines can complement human learning. It examines technical definitions of supervised and unsupervised machine learning, as well as broader views of mechanical intelligence able to replicate or exceed human intelligence. The course will also explore practical applications of learning analytics and artificial intelligence in learning management systems and other educational tools and critically interrogate the applications of AI in education. The course is designed to aspiring and current educators, and anyone who is interested in the intersection of human and machine learning, and AI applications in education.

Syllabus

  • Course Orientation + Differences between human and machine learning
    • This course examines the differences between machine and human learning and the ways in which machines can complement human learning. It examines technical definitions of supervised and unsupervised machine learning, as well as broader views of mechanical intelligence able to replicate or exceed human intelligence. The course will also explore practical applications of learning analytics and artificial intelligence in learning management systems and other educational tools and critically interrogate the applications of AI in education.
  • Cyber Social Perspectives
  • Educational Data Mining
  • Framing the AI Discussion

Taught by

Dr William Cope, Vania Carvalho de Castro, and JC Morgan

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