Feature Analysis Templates
Feature-oriented dashboards help analyze model features, enable quick issue detection, and highlight opportunities for model improvements and retraining.Top Features
View any model’s features over time for any environment Key Widgets: Top
features contributing to a model, distribution view of each feature,
conditional analysis via slices/filters
Feature Analysis
A granular view of feature distribution over time Key Widgets:
Distribution view of feature, day-over-day view of feature value,
slice/filters based on input values
Feature Slices Performance
Analyze the various facets of single feature Key Widgets:
Numeric/categorical feature bins, tailored bins/slices based on the
distribution, performance-over-time of bins based on an evaluation metric
Feature Performance Heat Map
Visualize feature slices and color-coordinates based on performance Key
Widgets: Overlay performance information on features, volume and
performance overlaid on slices of features
Create A Feature Analysis Dashboard
Step 1: Select Feature Analysis Template
Step 2: Specify Fields
Step 3: Use dashboard, modify widgets, and share with your team!
Questions? Email us at support@arize.com or Slack us in the #arize-support channel