A lot of it starts in the ocean; fishing gear and stuff falling off ships are big sources. https://marinedebris.noaa.gov/where-does-marine-debris-come/...

Of the stuff that starts on land, it's often carried there by wind and river: https://marinedebris.noaa.gov/where-does-marine-debris-come/...