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A data engineer needs to prepare a dataset for gcp video

data-practitioner video for a data engineer needs to prepare a dataset for machine learning. The dataset contains categorical variables that need to be encoded

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Full Certification Question

A data engineer needs to prepare a dataset for machine learning. The dataset contains categorical variables that need to be encoded and numerical features that require scaling. Which approach is most appropriate?