overlearn

Meaning

Verb

• To learn (something) more than is necessary; to study excessively, to take (something) too much to heart.
• To learn (something) to the point where responses become instinctive.
• 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.

Origin

• From over- + learn.