Partial dependence plots (PDPs) are a powerful tool for visualizing the relationship between a subset of features and the predicted outcome of a machine learning model. In the context of toxicology, PDPs can help us understand how various toxicological factors such as dose, exposure time, and chemical properties influence the predicted toxicity of a substance.