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.
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.
涵盖的内容
7个视频9篇阅读材料3次同伴评审4个讨论话题1个插件
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7个视频•总计85分钟
Welcome to Human Learning and Machine Learning!•2分钟
Tracing the Differences•6分钟
The Idea of Machine Intelligence•8分钟
Humans: Learning Machines or Languaged Minds?•14分钟
Brain as Machine and Machine as Brain•14分钟
Good Old-fashioned AI and Human Learning•14分钟
Generative AI in Education•26分钟
9篇阅读材料•总计90分钟
Syllabus•10分钟
Task Overview: How to Pass This Course•10分钟
About the Discussion Forums•10分钟
Take this Course as a Stepping Stone for a University of Illinois Certificate, Masters, or Doctorate - Fully Online!•10分钟
Course Readings•10分钟
Updating Your Profile•10分钟
Social Media•10分钟
Artificial Intelligence for Education•10分钟
On Cyber-Social Meaning•10分钟
3次同伴评审•总计360分钟
Optional Peer Reviewed Update #1A•120分钟
Essential Peer Reviewed Update #1B•120分钟
Essential Peer Reviewed Update #1C•120分钟
4个讨论话题•总计40分钟
Getting to Know Your Classmates•10分钟
Discussion Forum: Optional Update #1A•10分钟
Discussion Forum: Essential Update #1B•10分钟
Discussion Forum Essential Update #1C•10分钟
1个插件•总计15分钟
New Plugin Item•15分钟
Cyber Social Perspectives
小时 后完成
单元详情
涵盖的内容
10个视频6篇阅读材料4次同伴评审4个讨论话题
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10个视频•总计91分钟
Human Learning (after Behaviorism), Compared to Human Learning•9分钟
A “Cyber-social” Alternative•13分钟
Cyber-Social Intelligence•9分钟
Making Sense of Artificial Intelligence: A Grammar of Binary Notation•6分钟
Stuff That Can Be Done with Binary Notation – Referencing Instances•6分钟
Stuff That Can Be Done with Binary Notation - Referencing Concepts•12分钟
Stuff That Can Be Done with Binary Notation – Structuring Meaning•14分钟
Stuff That Can Be Done with Binary Notation – Establishing Context and Determining Interest•9分钟
Stuff That Can Be Done with Binary Notation – Referencing Properties•7分钟
Stuff That Can Be Done with Binary Notation – Referencing Agency•7分钟
6篇阅读材料•总计60分钟
Additional Resources•10分钟
Additional Resources•10分钟
Essencial Reading•10分钟
Essential Reading•10分钟
Complementary Reading•10分钟
Complementary Reading•10分钟
4次同伴评审•总计480分钟
Optional Peer Reviewed Update #2A•120分钟
Optional Peer Reviewed Update #2B•120分钟
Optional Peer Reviewed Update #2C•120分钟
Essential Peer Reviewed Update #2D•120分钟
4个讨论话题•总计40分钟
Discussion Forum: Optional Update #2A•10分钟
Discussion Forum: Optional Update #2B•10分钟
Discussion Forum: Optional Update #2C•10分钟
Discussion Forum: Essential Update #2D•10分钟
Educational Data Mining
小时 后完成
单元详情
涵盖的内容
4个视频2次同伴评审2个讨论话题
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4个视频•总计37分钟
Educational Data Mining: Learning Interaction Data Log•12分钟
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