memorize vs mug up (on)

memorize

verb

  • To fully learn so as to have entirely available to the memory; to learn by heart, commit to memory. 

mug up (on)

How often have the words memorize and mug up (on) occurred in a corpus of books? (source: Google Ngram Viewer )