How do you improve integration when working with Deep Learning?

[matrixlewis]

I am trying to improve my approach to Deep Learning and could use some practical advice.

I am particularly interested in integration 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?