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

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?