Attached are a before screenshot (spectral vision), and after, a view of the same original file in audacity (for familiarity), and the resulting wave file. I worked on the one around the 3-4 second mark.
The good thing about feedback is that it's generally a constant tone. There may be harmonics created in upper bands, but it's still flat and generally prominent, so finding it isn't hard once you hear it (as illustrated in the before shot). Once you figure out the frequency band (and any harmonic bands) you want to eliminate, it's just do a tight EQ/notch filter on that band. I was cheesy and selected the time and frequency stuff and then knocked 30db out of it for illustration. The spectral tool in Audacity works enough to tell you where it is (once you elongate the frequency band so you can see stuff better), but it takes some effort. Still, better then nothing if you get good at it. Best of luck.