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The phrase "a set of learning principles" is correct and usable in written English.
You can use it when referring to a collection of guidelines or concepts that inform educational practices or approaches to learning.
Example: "The curriculum is designed based on a set of learning principles that promote critical thinking and collaboration among students."
Alternatives: "a collection of educational guidelines" or "a framework of teaching principles."
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You can learn a set of intangible principles from academic study, but learning how to apply those principles to real-life scenarios will usually require some trial and error.
They formulated a set of theoretical principles to meet the requirements of maximum facilitation of learning (assessment for learning) and maximum robustness of high-stakes decisions (assessment of learning), while also supplying information for the improvement of curricular quality [ 13].
That's a textbook example of "universal design for learning," a set of principles for designing technology that many educators, as well as the United States Department of Education, have embraced.
"You've learned a set of principles that are very much what the Harvard Business School happens to be looking for, but also what successful business leaders are like," he said.
We hence propose a set of design principles to help foster the transition to the flipped classroom and improve the out-of-class and in-class learning designs.
The European Citizen Science Association (ECSA) has published a set of ten principles.
They gave movements a set of organizing principles.
Rather than attempting to codify a set of important principles, it goes beyond principles.
Companies on the Privacy Shield list self-certify to adhere to a set of privacy principles.
A set of candidate principles was iteratively refined and converged to five unique principles.
In conclusion, we have drawn from the literature on online tests to distil a set of initial principles for decision making in relation to the selection and design of online tests in the context of twenty-first century learning.
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Since I tried Ludwig back in 2017, I have been constantly using it in both editing and translation. Ever since, I suggest it to my translators at ProSciEditing.

Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com