When the furnace starts up it makes a large swoosh sound and is very loud while it it on.
Seems to be heating fine and shuts off fine. How can I fix this problem?

If it is the main blower turn off power and remove blower access door. Look for paper or other debris in the cage fan. Easy does it sharp edges.

I had same problem and the installer was able to practically eliminate it with a small adjustment.