Most of us aren't building machine learning interfaces in educational technology, but it's still useful to stay up-to-date with the terminology (a short list begins this article) and best practices for machine learning implementations. The guide is also a helpful checklist for evaluating machine learning proposals. Finally, if you are implementing machine learning, it's best to "do machine learning like the great engineer you are, not like the great machine learning expert you aren't."
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