the visualizer for your specific task (e.g., ResidualsPlot ). Instantiate it, often wrapping a scikit-learn model. Fit the visualizer with your training data. Score it with test data to evaluate performance. Show the resulting visualization. Key Visualizers for the ML Lifecycle