Many algorithms belong to the family of tree and ensemble, which are hard for computational problems and exposed to many hyperparameters that can be modified to improve the performance.  However, manually exploring those parameters and setting those for optimized solutions is a rigorous task and often leads to unsatisfactory results.

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