Automating Interactive Suggestions for Improving Machine Learning Data Preparation Pipelines using "Shadow Pipelines"

Automatically generate interactive suggestions to help data scientists iteratively improve their machine learning data preparation pipelines, by creating and maintaining "shadow pipelines" that detect issues, determine root causes, and propose fixes with quantified impact.