Yes, and they can also join the Kingsguard.

 Knighthood as an institution is supposed to be based purely on merit and deeds and whatnot, not on birth (though it can be — even so, it seems more common for a nobleman of no repute to be knighted than for knighthood to be kept from a bastard just because they’re a bastard).
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