beginner tips question: how do you handle Machine Learning?

[nathanfocus3]

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

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

What trade-offs have you found between quality, speed, cost, and reliability?