0 ×

03_​Interactive_​MLI_​Composite_​View

Workflow

Interactive MLI Composite View
machine learning interpretabilityMLIPDPICEpartial dependenceindividual conditional expectationshapleyshapley valuesexplanationexplaininterpretabilityinterpretviolin plotplotlycomposite viewhiliting
Interactive Machine Learning Interpretability (MLI) Composite ViewThis worflow will show how to use the interactive views of JavaScript nodes to visualize in a single CompositeView a number of Machine Learning Interpretability (MLI) techniques: - Shapley Values, - Partial Dependence, - Individual Conditional Expectation (ICE) curves - Surrogate Decision Tree.Computing SHAP explanations takes time. Use the Component dialog panel to define how many explanationsshould be explained and which is the class of interest. cached Random Forest modelPredicted Validation SetShared Component: explain Random Forest Table Reader Table Reader Explain Predictions Interactive Machine Learning Interpretability (MLI) Composite ViewThis worflow will show how to use the interactive views of JavaScript nodes to visualize in a single CompositeView a number of Machine Learning Interpretability (MLI) techniques: - Shapley Values, - Partial Dependence, - Individual Conditional Expectation (ICE) curves - Surrogate Decision Tree.Computing SHAP explanations takes time. Use the Component dialog panel to define how many explanationsshould be explained and which is the class of interest. cached Random Forest modelPredicted Validation SetShared Component: explain Random Forest Table Reader Table Reader Explain Predictions

Download

Get this workflow from the following link: Download

Nodes

03_​Interactive_​MLI_​Composite_​View consists of the following 117 nodes(s):

Plugins

03_​Interactive_​MLI_​Composite_​View contains nodes provided by the following 11 plugin(s):