tune

repository·main·Indexed 43 days ago

https://github.com/tidymodels/tune

A tidymodels package providing tools for hyperparameter tuning to optimize model performance by searching through parameter spaces. It integrates with recipes, parsnip, and dials to support techniques such as grid search and iterative Bayesian optimization.

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What's inside tune

  1. Overview of the tune package

    main

    The tune package is designed to facilitate hyperparameter tuning within the tidymodels ecosystem. It integrates closely with the following packages:

    • recipes: For data preprocessing and feature engineering.
    • parsnip: For model specification.
    • dials: For managing parameter values and grids.
  2. Explore tune usage examples and guides

    main
  3. Install the tune package

    main

    You can install the stable version of tune from CRAN or the development version using pak.

    # Install from CRAN
    install.packages("tune", repos = "http://cran.r-project.org")
    
    # Install the current development version
    # pak::pak("tidymodels/tune")