Do you use the Scikit-learn library to build machine learning models? In this tutorial, we’ll discuss how to avoid the traps that lead to hard to maintain code while implementing customizations to these algorithms. We will cover how building your own estimators can lead to easily scaling your model training with additional libraries like Dask and Dask-ml with much less code than you might think!