There are a few locations where you can download TAudioConverter.
fosshub.com, stable releases Visit.
Bitbucket.org, beta releases Visit.
During installation you will be offered 3rd party tools. You can skip them if you don't want to install them.
Portable and installer version are available for both 32 bit and 64 bit Windows OSes.