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docs: update NEWS.md
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sumny committed Feb 28, 2024
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# mlr3mbo 0.2.1.9000

* feat: `OptimizerMbo` and `TunerMbo` now update the `Surrogate` a final time after the optimization process finished to
ensure that the `Surrogate` correctly reflects the state of being trained on all data seen during optimization.
* fix: `AcqFunction` domain construction now respects `Surrogate` cols_x field.
* feat: support more than one candidate point as a result of acquisition function optimization even for
non-batch acquisition functions.
* feat: added `default_gp` and `default_rf` helpers that allow for construction of a default
Gaussian Process and random forest as for example used within `default_surrogate`.
* refactor: changed Gaussian Process and random forest defaults (in `default_gp` and `default_rf` and therefore also in
`default_surrogate`). Gaussian Process now uses a `"matern5_2"` kernel. Random forest now uses 100 trees.
The number of trees used in the fallback random forest was reduced to 10.
The number of trees used in the fallback random forest was reduced to 10.

# mlr3mbo 0.2.1

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