Advanced Pipelines with scikit-learn

Figure 1 shows what we would like to have at the end of this article. In the following, we will implement each of these steps. In step 5, we apply hyperparameter optimization and create a feature importance plot. EDA, feature building, maximizing the model's performance, analyzing and interpreting the outcome are not in the scope of this article. The goal is to show you how to work with a pipeline that integrates modules from different packages.