Can you "download" trained neural nets? Aren't there popular formats for those?

For example, if I want to recognize pictures of animals, with reasonable accuracy, how much space would such neural net take?

I'm not very taught about ML, but in my mind, since ML is generally heavy on computation, it should be possible to distribute neural nets for specific applications and re-use them.