The approach
You have decided to take the following steps:
- Train a couple of models.
- Evaluate them.
- Create feature importance values using several methods, both model-specific and model-agnostic.
- Plot global summaries, feature summaries, and feature interaction plots to understand how these features relate to the outcome and each other.
The plots will help you communicate findings to the tech startup executives and your data science colleagues.