Investigators say the man struck up a conversation with the woman as she walked in the area.
He then grabbed her, threw her to the ground and displayed a knife.
They struggled and she suffered cuts on her neck and hands before she was able to get away.
Police have a limited description of the attacker. Women are reminded to take precaution and to avoid walking alone.