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User Guide / Tutorials:

  • When to Use sklearn-genetic-opt
  • How to Use sklearn-genetic-opt
  • Understanding the Evaluation Process
  • Pipeline Tuning with GASearchCV
  • Multi-Metric Hyperparameter Search
  • Using Callbacks
  • Custom Callbacks
  • Using Adapters
  • Advanced Optimizer Control
  • Integrating with MLflow
  • Outlier Detection Support
  • Reproducibility
  • Troubleshooting

Jupyter notebooks examples:

  • Comparing GASearchCV With sklearn Search Methods
  • Pipeline Regression With GASearchCV
  • Feature Selection With Noisy Iris Data
  • Advanced Hyperparameter Search With Random Forest
  • MLflow 3 Tracking for GASearchCV
  • Checkpointing and Persistence
  • Multi-Metric Hyperparameter Search on Iris
  • Plotting the Search

Release Notes

  • Release Notes

API Reference:

  • GASearchCV
  • GAFeatureSelectionCV
  • Configuration Objects
  • Callbacks
  • Schedules
  • Plots
  • MLflow
  • Space
  • Algorithms

External References:

  • Articles
  • Contributing
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  • Search

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