How do you improve collaboration when working with Machine Learning?

[dylanonthinks]

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

I am particularly interested in collaboration 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?