The more you get to know her, the more you'll like her.

Literal

Her know [the more-ば] [the more-ほど] increasingly like become [probably-だろう].

知れば知るほど is a classic ~ば~ほど construction: 'the more you know.' ますます means 'increasingly, more and more.' 好きになる means 'to come to like.'