Transfer learning means taking a model that has already learned a skill and reusing most of that knowledge for a new, related task — instead of starting from scratch.
Imagine it like this: If you already know how to play piano, learning the keyboard/organ is way faster than starting from zero — you transfer your dexterity and sheet-reading. You don't relearn everything, just the new parts.
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