You have a requirement to train and apply different machine learning models to different groups within a Spark DataFrame. Which Pandas Function API would you use to achieve this and why?

Simulated

Explanation:

The Grouped Map Pandas UDF is the appropriate choice for training and applying different machine learning models to different groups within a Spark DataFrame. This API provides the necessary flexibility to handle group-specific models effectively.