Feature Analysis
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
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