This course covers human learning mechanism (reasoning, problem solving, knowledge acquisition etc.) applying artificial intelligence and educational technology and introduces examples of instructional design applying them. In "Learning mechanism and instructional design B", we introduce educational systems of human learning and their application to instructional design.
・To understand higher cognitive mechanism (reasoning, problem solving, knowledge acquisition etc.) focusing on human learning.
・To design instruction based on understanding human learning mechanism.
Theme: application of learning mechanism to instructional design
Artificial intelligence, educational system, instructional design, learning environment design
✔ Specialist skills | Intercultural skills | Communication skills | ✔ Critical thinking skills | ✔ Practical and/or problem-solving skills |
We adopt standard lecture-style teaching, accompanied practice.
Course schedule | Required learning | |
---|---|---|
Class 1 | Neural Network (unsupervised learning) | Explain characteristics of neural network (unsupervised learning) |
Class 2 | Neural Network (supervised learning) | Explain characteristics of neural network (supervised learning) |
Class 3 | Application of neural network to e-learning | Explain application examples of e-learning based on characteristics of neural network) |
Class 4 | Reinforcement learning | Explain characteristics of reinforcement learning and educational system applying it |
Class 5 | Collaborative learning | Explain characteristics of collaborative learning and educational system applying it |
Class 6 | Learning environment design | Design learning environment according to learning targets |
Class 7 | Remote education / Flipped classroom | Explain design guideline of remote education and flipped classroom and reflect them to instructional design |
Class 8 | Practice of instructional design | Design instruction using educational systems |
In-class handouts
In-class introduction
in-class achievements : 10%
presentation qualities : 90%
Nothing in particular