security: which workflow works best for Machine Learning?

[lucas_37et]

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

I am particularly interested in security and setup choices. I would like to compare approaches that people have actually used rather than just theoretical suggestions.

Which approach would you recommend and why?