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# Pre-selection

Examples of using [pre-selection transformers](https://skfolio.org/user_guide/pre_selection.html.md#pre-selection) with `Pipelines`.

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<div class="sphx-glr-thumbcontainer" tooltip="This tutorial introduces the  pre-selection transformers DropCorrelated to remove highly correlated assets before the optimization.">![](auto_examples/pre_selection/images/thumb/sphx_glr_plot_1_drop_correlated_thumb.png)

[Drop Highly Correlated Assets](https://skfolio.org/auto_examples/pre_selection/plot_1_drop_correlated.html.md)

  <div class="sphx-glr-thumbnail-title">Drop Highly Correlated Assets</div>
</div><div class="sphx-glr-thumbcontainer" tooltip="This tutorial introduces the pre-selection transformers SelectKExtremes to select the k best or the k worst assets according to a given measure before the optimization.">![](auto_examples/pre_selection/images/thumb/sphx_glr_plot_2_select_best_performers_thumb.png)

[Select Best Performers](https://skfolio.org/auto_examples/pre_selection/plot_2_select_best_performers.html.md)

  <div class="sphx-glr-thumbnail-title">Select Best Performers</div>
</div><div class="sphx-glr-thumbcontainer" tooltip="This tutorial demonstrates how to implement a custom pre-selection transformer with metadata-routing, integrate it into a Pipeline, and run walk-forward cross-validation.">![](auto_examples/pre_selection/images/thumb/sphx_glr_plot_3_custom_pre_selection_volumes_thumb.png)

[Custom Pre-selection Using Volumes](https://skfolio.org/auto_examples/pre_selection/plot_3_custom_pre_selection_volumes.html.md)

  <div class="sphx-glr-thumbnail-title">Custom Pre-selection Using Volumes</div>
</div><div class="sphx-glr-thumbcontainer" tooltip="When working with large datasets over long timeframes, we commonly encounter:">![](auto_examples/pre_selection/images/thumb/sphx_glr_plot_4_incomplete_dataset_thumb.png)

[Handling Incomplete Datasets: Inception, Expiry, and Default](https://skfolio.org/auto_examples/pre_selection/plot_4_incomplete_dataset.html.md)

  <div class="sphx-glr-thumbnail-title">Handling Incomplete Datasets: Inception, Expiry, and Default</div>
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