Principle:Interpretml Interpret Regression Performance
Metadata
| Field | Value |
|---|---|
| Sources | Interpretml_Interpret |
| Domains | Machine_Learning, Model_Evaluation |
| Updated | 2026-02-07 |
Overview
Regression performance evaluation computes and visualizes standard regression metrics including RMSE, MSE, MAE, and R-squared for model assessment.
Description
RegressionPerf is a performance evaluation explainer that computes regression metrics (RMSE, MSE, MAE, R-squared) and produces residual distribution visualizations. It conforms to the InterpretML perf explainer API, accepting predicted and actual values to generate interactive performance dashboards. The visualization includes histograms of residuals alongside summary statistics.
Usage
Use RegressionPerf to evaluate regression model quality by examining residual distributions and standard metrics like RMSE and R-squared.
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Principle
Implementation
Heuristic
Environment