Customer Analytics: Preparing Data for Modeling
Prepare a large dataset for predictive modeling by organizing and converting data types.
You’ve been brought on by a major online data science education provider to optimize their data for modeling. Your task includes converting data types, creating ordered categories, and filtering data—laying the groundwork for predicting whether users are seeking jobs.
- Convert columns to efficient data types for storage.
- Create and manage ordered categorical variables.
- Filter data to retain relevant modeling features.
- Prepare the dataset for downstream machine learning tasks.