To study hard or begin studying seriously, especially for an exam or academic assignment.
This American student slang emerged in the 1930s-1940s, during a time when "hit" was commonly used to mean "to go to" or "to start doing" something energetically. The "books" obviously refers to textbooks and study materials, making this a straightforward metaphor for attacking one's studies with vigor.
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