How can I unlock what my model is thinking? model-describer helps answer this problem for sklearn machine learning models. Specifically, model-describer helps address two key issues: error and model sensitivity. For error, model-describer analyzes how well the model is performing within key regions of the data in a visually compelling way. For sensitivity, model-describer identifies what parts of different variable distributions have the biggest impact on model predictions and plots them.