🌟 Skrub 0.10.1 has been released 🌟 Main features When a cross-validation splitter has been passed to .skb.mark_as_X(), it it now possible to select a specific split from it when calling .skb.train...

✨ Skrub version 0.10.0 has been released ✨ Main Changes New transformers are now available: SessionEncoder groups timestamped data by sessions, DropSimilar helps with dropping redundant columns. T...

✨ Skrub version 0.9.0 has been released ✨ Main changes Scorers used by Data Ops can now take additional arguments (like sample weights). By @jeromedockes in #1995 The new methods .skb.find() and ....

Release 0.8.0: New Features: The eager_data_ops configuration option has been added. When set to False, no previews are computed and validation is deferred until the DataOp is actually used (e.g. w...

This example shows how to wrap a PyTorch model with skorch and plug it into a skrub DataOps plan. The main goal here is to show the integration pattern: PyTorch defines the model (an nn.Module), sk...

✨ skrub version 0.7.2 has been released ✨ In this release we squashed more bugs, improved the API reference, and added a new example. Main changes: The StringEncoder now exposes the vocabulary par...

Release 0.7.1 New features A new dataset, fetch_california_housing(), has been added to the skrub.datasets module. It allows to get a redundancy copy of the scikit-learn fetch_california_housing()...

YouTube video by PyData

Release 0.7.0 ✨ Highlights Data Ops can now be tuned with Optuna. It is now possible to pass extra named arguments to an estimator through DataOps.skb.apply. The TableReport now supports numpy arr...

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New features The DataOp.skb.full_report() now displays the time each node took to evaluate. #1596 by Jérôme Dockès. The User guide has been reworked and expanded. Changes and deprecations Ken em...

Bugfixes get_feature_names_out now works correctly when used by GapEncoder, DropCols, SelectCols: from within a scikit-learn Pipeline. In addition, DropCols’s get_feature_names_out method now retu...

Release 0.5.4: Maintenance: Make skrub compatible with scikit-learn 1.7.#1434 by Vincent Maladiere.. Release 0.5.3: Changes: The SimpleCleaner has been renamed to Cleaner. Use of the name SimpleCle...

presentation material for a talk at Python Exchange on skrub - GaelVaroquaux/skrub_presentation_2025

YouTube video by Don't Use This Code • James Powell

Release 0.4.1: Changes: A new parameter verbose has been added to the TableReport to toggle on or off the printing of progress information when a report is being generated.#1182 by Priscilla Baah.,...

In this tutorial, you'll learn how to use NumPy by exploring several interesting examples. You'll read data from a file into an array and analyze structured arrays to perform a reconciliation. You'll...