Machine learning concepts: An educational game simulation
This is a game simulation case on Machine Learning (ML) and can be used in the classroom to introduce to students the foundational concepts of ML. The case begins with a brief background on ML, its origins, the objectives of its usage across various industries, and ends with a future outlook on the...
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| Main Authors: | , , |
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| Format: | text |
| Language: | English |
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Institutional Knowledge at Singapore Management University
2022
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| Subjects: | |
| Online Access: | https://ink.library.smu.edu.sg/cases_coll_all/417 https://smu.sharepoint.com/sites/admin/CMP/cases/SMU-22-BATCH%20%5BPDF-Pic%5D/SMU-22-0010%20%5BMachine%20Learning%5D/SMU-22-0010%20%5BMachine%20Learning%5D.pdf?CT=1653273149175&OR=ItemsView |
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| Institution: | Singapore Management University |
| Language: | English |
| Summary: | This is a game simulation case on Machine Learning (ML) and can be used in the classroom to introduce to students the foundational concepts of ML. The case begins with a brief background on ML, its origins, the objectives of its usage across various industries, and ends with a future outlook on the relevance of ML. At the end of the case, a link to the game simulation is provided, which can be played by students in the classroom. The main topics covered in the game simulation include: • An introduction to ML • Different categories of ML algorithms including unsupervised, supervised and re-enforcement learning (based on the differences in the way they process the data for decision-making). • Identifying applications and use cases of ML
The case is suitable for undergradute, graduate and executive education classes, and can be used as a learning tool for students with technology as well as non-technology backrground, as a primer to cover basic concepts on Machine Learning. |
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