evaluation: which workflow works best for Machine Learning?

[graceworld51]

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

I am particularly interested in evaluation and real-world use. I would like to compare approaches that people have actually used rather than just theoretical suggestions.

Which approach would you recommend and why?