How do you improve getting started when working with Machine Learning?

[graceworks35]

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

I am particularly interested in getting started and testing. I would like to compare approaches that people have actually used rather than just theoretical suggestions.

What has worked best for you, and what would you avoid?