In the programming biz, they often will if you've got a track record to back it up. Contributing to open source projects is a route to getting such a track record.

If you already have a degree, just in the wrong field, you don't need to get another degree. Just get the training by whatever means.

Heck, my degree is in mechanical engineering, yet I had jobs writing software.