Choice of Artificial Intelligence Algorithms

The article "A Review of Artificial Intelligence Algorithms Used for Smart Machine Tools" (attached) discusses many different algorithms used in AI. What makes some algorithms better than others? What are some of the strengths and weaknesses of choosing one algorithm over another? Select a method and discuss why you would choose using one method over another.