How to choosing the right estimator for the machine learning problem?

Which is the best algorithm for machine learning problem and how to choose right one?

Machine learning

The flowchart below is designed to give users a bit of a rough guide on how to approach problems with regard to which estimators to try on your data.

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Running random forest algorithm with one variable