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# Examples

## Miscellaneous examples

Miscellaneous and introductory examples for scikit-optimize.

Async optimization Loop

Async optimization Loop

Bayesian optimization with skopt

Bayesian optimization with skopt

Comparing surrogate models

Comparing surrogate models

Exploration vs exploitation

Exploration vs exploitation

Interruptible optimization runs with checkpoints

Interruptible optimization runs with checkpoints

Parallel optimization

Parallel optimization

Scikit-learn hyperparameter search wrapper

Scikit-learn hyperparameter search wrapper

Store and load skopt optimization results

Store and load skopt optimization results

Tuning a scikit-learn estimator with skopt

Tuning a scikit-learn estimator with skopt

Use different base estimators for optimization

Use different base estimators for optimization

## 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

Partial Dependence Plots 2D

Partial Dependence Plots 2D

Visualizing optimization results

Visualizing optimization results

## Initial sampling functions

Examples concerning the `skopt.sampler` module.

Comparing initial point generation methods

Comparing initial point generation methods

Comparing initial sampling methods

Comparing initial sampling methods

Comparing initial sampling methods on integer space

Comparing initial sampling methods on integer space

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