Dennis Collaris
PhD Visualization
Interactive Visualization for
Interpretable Machine Learning
75% risk!
Black box
model
Domain expert
But why?
Data
Machine learning
75% risk!
Black box
model
Domain expert
Explanation
Aha!
But why?
Data
Explainer
Machine learning
Global
Local
Fraud Dashboard
Interactive visual explanation
ExplainExplore
Interactive visual explanation
Global
Local
Fraud Dashboard
ExplainExplore
Contribution-Value Plots
Interactive visual explanation
Global
Local
Fraud Dashboard
ExplainExplore
CV Plots
Interactive visual explanation
Global
Local
Fraud Dashboard
StrategyAtlas
ExplainExplore
CV Plots
Global
Local
Fraud Dashboard
StrategyAtlas
Interactive visual explanation
+ Software engineering
+ HCI
+ Algorithms
ExplainExplore
CV Plots
Thank you!
Global
Local
Fraud Dashboard
StrategyAtlas
More info at
explaining.ml
Any questions?
+ Software engineering
+ HCI
+ Algorithms