Not actually as 'loch.' It's the soft guttural, well back in the throat and nearly unvoiced. That's why few non-guttural-language speakers can really hear it.
Stress on the first sylable.
In Edinburgh in years past we pronounced it Ga-hoon'.
OTOH, Dick doesn't care at all how you pronounce it.