data quality question: how do you handle Deep Learning?

[lewisoncreator]

There are several ways to approach Deep Learning, so I wanted to compare experiences.

I am particularly interested in data quality and useful tools. 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?