Overlearn definitions

ō'vər-lûrn'
To continue studying or practicing (something) after initial proficiency has been achieved so as to reinforce or ingrain the learned material or skill.
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To learn, as through much repetition, beyond basic proficiency.
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To learn (something) more than is necessary; to study excessively, to take (something) too much to heart.
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(psychology, education) To learn (something) to the point where responses become instinctive.
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(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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Origin of overlearn

From over- +"Ž learn.