If you're in a quiet house alone at night right now, watch this later maybe. As with "The Bloop" there are plenty of explanations for it. Do your research and see what you think Julia is : )
Image and sound credit NOAA
Source:
http://www.pmel.noaa.gov/acoustics/sounds/julia.html