Dataset Preparation Abstract: This PDSG workshop introduces basic concepts on preparing a dataset for training a model. Concepts covered are data wrangling, replacing missing values, categorical variable conversion, and feature scaling. Level: Fundamental Requirements: No prior programming or statistics knowledge required.