getting started question: how do you handle Deep Learning?

[lewistheonline]

I have been exploring Deep Learning and wanted to ask people who have tried it in practice.

I am particularly interested in getting started and testing. I would like to compare approaches that people have actually used rather than just theoretical suggestions.

What would you tell someone trying this for the first time?