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

Use different base estimators for optimization

Use different base estimators for optimization

Exploration vs exploitation

Exploration vs exploitation

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