Machine learning models interpretability

Our products are required to support interpretive model, so the model visualization capabilities Dataiku and Rapidminer provided a preliminary understanding on this record.

Tree / forest model interpretability

Tree / forest model can be used for classification and regression problems, and the model explains the way is the same.

Tree Model

Tree structure

• The Dataiku tree model:

• Rapidminer the tree model:

Variable Importance

 

• Variable importance in Dataiku:

• Rapidminer variable importance of:

         Tree model does not provide variable importance

rule

Rapidminer provides regular tree model shows:

Forest Model

• dataiku model in forest

• Rapidminer model in forest

 

Regression model interpretability

Logistic regression coefficient visualized ---

Visualization coefficients dataiku

Visualization coefficients Rapidminer

 

SVM

• dataiku not supported svm visualization
• Visualization in rapidminer svm