A pipeline can, for example, perform imputation of missing values, scale, encode categorical values, perform PCA, and fit a Random Forest classifier. In Scikit-Learn Python, all of these can be structured into a pipeline with the Column Transformer and Pipeline classes. Such pipelines can be tuned and evaluated like other models. https://www.erpvits.com/ai-and-machine-learning-with-python/