Welcome to Drifter ML’s documentation!

• Introduction
• Project Setup
  • Regression and Classification Tests
  • Strategies For Testing Your Productionized Model
  • Using The Test Set From Training
• Designing your own tests
  • It’s About Proving Or Disproving Assumptions
  • Data Monitoring Tests
  • Model Monitoring Tests
  • System Monitoring Tests
  • Fairness Monitoring Tests
• Classification Tests
  • Lower Bound Classification Measures
  • Classifier Test Example - Model Metrics
  • Classifier Test Example - Model Speed
  • Cross Validation Based Testing
  • Classifier Test Example - Cross Validation Lower Bound Precision
  • Classifier Test Example - Cross Validation Average
  • Classifier Test Example - Cross Validation Anamoly Detection With Spread
• Regression Tests
  • Upper Bound Regression Metrics
  • Regression Test Example - Model Metrics
  • Regression Test Example - Model Speed
• drifter_ml.classification_tests package
  • Submodules
  • drifter_ml.classification_tests.classification_tests module
  • Module contents
• drifter_ml.regression_tests package
  • Submodules
  • drifter_ml.regression_tests.regression_tests module
  • Module contents
• drifter_ml.columnar_tests package
  • Submodules
  • drifter_ml.columnar_tests.columnar_tests module
  • Module contents
• drifter_ml.structural_tests package
  • Submodules
  • drifter_ml.structural_tests.structural_tests module
  • Module contents

Indices and tables

• Index
• Module Index
• Search Page