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Databricks Certified Machine Learning - Associate

Databricks Certified Machine Learning - Associate

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In a machine learning dataset, you have identified missing values in a categorical feature 'Color' with possible values 'Red', 'Green', and 'Blue'. You have decided to impute these missing values. Explain the process of one-hot encoding the 'Color' feature after imputing the missing values with the mode value, and discuss the potential issues that may arise when using this approach for tree-based models.

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