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# Version 0.10.2

June 2024

- Fix Update Pandas import to new format by awennersteen

# Version 0.10.1

March 2024

- Fix Typo in skopt/space/space.py

# Version 0.10.0

March 2024

- Feature Add support for multimetric scoring to `skopt.searchcv.BayesSearchCV`.

- Feature Evaluate random point instead of using point twice in `skopt.optimizer.Optimizer`.

- Feature `skopt.callback.CheckpointSaver` can now recycle previous function evaluations

- Feature finish CI move to GHA

- Fix Keep order of variables in LabelEncoder

- Feature add from_df method to Space class

- Fix Fix `skopt.plots.plot_evaluations` incorrectly handling dimensions as categorical dimensions when constant dimension are ignored due to wrong indexing.

- Fix Improved Bayesian Optimization documentation

- Fix Replace occurrences of mse with squared_error

- Fix numpy.int issue

- Feature add standard deviation Stopper for Gaussian process

- Feature Implement MES and PVRS acquisition functions.

- Fix Fix tuple index out of range on plot

- Fix Fixes Grid sampling with border=”only”

- Fix Update plot_evaluations param

- Fix Fix plot_gaussian_process not working with ps-acquisition

- Feature Make Real and Integer raise error when prior is log-uniform and bounds contain zero

- Fix Better use proper parsing of the scikit-learn version numbers.

- Feature Test DeltaYStopper with minimize functions fixes

- Fix dimension mismatch with gp_minimize in Matern kernel when nu=0.5

- Fix GPR with noise fix

- Feature Add constrained optimization

- Feature Add ‘ax’ argument to all plotting functions

- API Change Improve and tighten the inference of `skopt.space.space.Dimension` objects from `tuple`, `dict` and numpy array. See the documentation of `skopt.space.space.check_dimension` for details. The old behavior is retained for a transitionary period; a warning is raised if the inference would change under the new scheme.

- Minor documentation improvements.

- Various small bugs and fixes.