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Benefits and drawbacks of machine learning algorithms Based on your spending budget, will need for pace and precision expected, each algorithm style—supervised, unsupervised, semi-supervised, or reinforcement—has its personal advantages and disadvantages. For instance, decision tree algorithms are useful for equally predicting numerical value