Tree-based models are among the most popular and successful machine learning algorithms in practice. New tools allow us to explain the predictions and gain insight into the global behaviour of these models.

中文翻译：

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学习可解释的树木

在实践中，基于树的模型是最受欢迎和成功的机器学习算法之一。新工具使我们能够解释这些预测，并深入了解这些模型的整体行为。