How to know if a problem is solvable by machine learning?

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I have recently started learning the machine. I understand an algorithm, look for demos online(which provides me with a dataset and a solution). If I have to deal with real-time industry project how do I know if the problem is solvable through machine learning algorithms?
Nov 21 in Machine Learning by Hannah
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