How do you improve performance when working with Machine Learning?

[phoebe9689]

I have a question about Machine Learning that may be useful for other people working with it too.

I am particularly interested in performance and future improvements. I would like to compare approaches that people have actually used rather than just theoretical suggestions.

Are there any settings, tools, or workflow changes that made a noticeable difference?