td-regression-evaluator

What problem does it solve?

This Skill provides a comprehensive suite for evaluating regression models, automating the process of calculating key metrics and analyzing model performance to ensure accuracy and reliability.

Core Features & Use Cases

• Automated Metric Calculation: Leverages TD_RegressionEvaluator to compute R², RMSE, MAE, MSE, and MAPE.
• Data Quality Checks: Includes pre-evaluation checks for completeness, duplicates, and outliers.
• Diagnostic Analysis: Offers detailed residual analysis and error pattern identification.
• Use Case: After training a customer churn prediction model, use this Skill to evaluate its performance on a test dataset, identify areas of weakness, and compare it against baseline models.

Quick Start

Evaluate the regression model using the table 'my_predictions' with actual values in 'actual_sales' and predicted values in 'predicted_sales'.