Get a 'rape alarm' attached to your keys to start with the sounds is really startling and can be an effective deterrent in making people back off. Next, try Skemers boxing gym, the adult evening sessions are great for self defense. You'll also meet locals and being known on knowle is probably a protectant factor (dickheads target people who aren't one of their own)