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scikit-optimize 0.9.0
Other versions

  • Examples
    • Miscellaneous examples
    • Initial sampling functions
    • Plotting functions

Examples¶

Miscellaneous examples¶

Miscellaneous and introductory examples for scikit-optimize.

Parallel optimization

Parallel optimization¶

Store and load `skopt` optimization results

Store and load skopt optimization results¶

Interruptible optimization runs with checkpoints

Interruptible optimization runs with checkpoints¶

Tuning a scikit-learn estimator with `skopt`

Tuning a scikit-learn estimator with skopt¶

Async optimization Loop

Async optimization Loop¶

Comparing surrogate models

Comparing surrogate models¶

Bayesian optimization with `skopt`

Bayesian optimization with skopt¶

Scikit-learn hyperparameter search wrapper

Scikit-learn hyperparameter search wrapper¶

Exploration vs exploitation

Exploration vs exploitation¶

Use different base estimators for optimization

Use different base estimators for optimization¶

Initial sampling functions¶

Examples concerning the skopt.sampler module.

Comparing initial sampling methods

Comparing initial sampling methods¶

Comparing initial sampling methods on integer space

Comparing initial sampling methods on integer space¶

Comparing initial point generation methods

Comparing initial point generation methods¶

Plotting functions¶

Examples concerning the skopt.plots module.

Partial Dependence Plots

Partial Dependence Plots¶

Partial Dependence Plots  with categorical values

Partial Dependence Plots with categorical values¶

Visualizing optimization results

Visualizing optimization results¶

Partial Dependence Plots 2D

Partial Dependence Plots 2D¶

Download all examples in Python source code: auto_examples_python.zip

Download all examples in Jupyter notebooks: auto_examples_jupyter.zip

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