Usually means: Study beyond basic mastery level.
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We found 11 dictionaries that define the word overlearn:

General (10 matching dictionaries)
  1. overlearn: Merriam-Webster
  2. overlearn: American Heritage Dictionary of the English Language
  3. overlearn: Collins English Dictionary
  4. overlearn: Wordnik
  5. overlearn: Wiktionary
  6. overlearn: Webster's New World College Dictionary, 4th Ed.
  7. overlearn: Infoplease Dictionary
  8. overlearn: Dictionary.com
  9. overlearn: FreeDictionary.org
  10. overlearn: TheFreeDictionary.com

Medicine (1 matching dictionary)
  1. overlearn: Medical dictionary

Definitions from Wiktionary (overlearn)

verb:  To learn (something) more than is necessary; to study excessively, to take (something) too much to heart.
verb:  (psychology, education) To learn (something) to the point where responses become instinctive.
verb:  (modeling) Mostly when talking about neural networks, to learn a task to the point where responses actually start to degrade. Compare with overfit, in model tuning contexts.

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