Examples#

Below is a gallery of narrated notebook examples on how and why to use skore.

Note

If you would like to run the examples, please install their dependencies using

pip install -U skore[sphinx]

Getting started#

We recommend starting with these examples that provide an overall and gentle introduction to skore.

Skore: getting started

Skore: getting started

End-to-end data science use cases#

These examples showcase skore in action on real use cases. We aimed at showing skore’s ability to:

  • be compatible with scikit-learn

  • reduce boilerplate code for some standard de facto data science analysis

  • speed-up exploration by optimizing some internal computation

EstimatorReport: Inspecting your models with the feature importance

EstimatorReport: Inspecting your models with the feature importance

Simplified and structured experiment reporting

Simplified and structured experiment reporting

Tracking all the data processing

Tracking all the data processing

Model evaluation#

These examples illustrate how skore can help data scientists to improve their machine learning modelling thanks to methodological guidance and diagnostics.

Adapt skore to your use-case by adding your own metrics

Adapt skore to your use-case by adding your own metrics

EstimatorReport: Get insights from any scikit-learn estimator

EstimatorReport: Get insights from any scikit-learn estimator

train_test_split: get diagnostics when splitting your data

train_test_split: get diagnostics when splitting your data

Integrations#

These examples show how skore integrates with other libraries of the Python data science ecosystem.

Store and retrieve Skore reports in MLflow

Store and retrieve Skore reports in MLflow

Store and retrieve reports on Skore Hub

Store and retrieve reports on Skore Hub

Using skore with scikit-learn compatible estimators

Using skore with scikit-learn compatible estimators

Technical details#

These examples show some technical details at the core of skore to better understand some of the mechanics under the hood.

Adding custom diagnostic checks

Adding custom diagnostic checks

Automatic detection of modelling issues

Automatic detection of modelling issues

Cache mechanism

Cache mechanism

Local skore Project

Local skore Project

The skore API

The skore API

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