Scikit-uplift

[sklift.models](https://www.uplift-modeling.com/en/v0.5.1/api/models/index.html)

* 📝 Add docs page for [ClassTransformationReg](https://www.uplift-modeling.com/en/v0.5.1/api/models/ClassTransformationReg.html) model.

[sklift.datasets](https://www.uplift-modeling.com/en/v0.5.1/api/datasets/index.html)

* 🔨 Fix bug in [fetch_x5](https://www.uplift-modeling.com/en/v0.5.1/api/datasets/fetch_x5.html) func.

[User Guide](https://www.uplift-modeling.com/en/v0.5.1/user_guide/index.html)

* 📝 Add page for [Transformed Outcome](https://www.uplift-modeling.com/en/v0.5.1/user_guide/models/transformed_outcome.html) approach.

[sklift.models](https://www.uplift-modeling.com/en/v0.5.0/api/models/index.html)

* 🔥 Add ClassTransformationReg model by [mcullan](https://github.com/mcullan) and [ElisovaIra](https://github.com/ElisovaIra).
* 🔨 Add the ability to process a series with different indexes in the [TwoModels](https://www.uplift-modeling.com/en/v0.5.0/api/models.html#sklift.models.models.TwoModels) by [flashlight101](https://github.com/flashlight101).

[sklift.metrics](https://www.uplift-modeling.com/en/v0.5.0/api/index/metrics.html)

* 🔥 Add new metric [Maximum profit uplift measure](https://www.uplift-modeling.com/en/v0.5.0/api/metrics/max_prof_uplift.html) by [rooti123](https://github.com/rooti123).

[sklift.datasets](https://www.uplift-modeling.com/en/v0.5.0/api/datasets/index.html)

* 💥 Add checker based on hash for all datasets by [flashlight101](https://github.com/flashlight101)
* 📝 Add [scheme](https://www.uplift-modeling.com/en/v0.5.0/api/datasets/fetch_x5.html) of x5 dataframes.

Miscellaneous
* 📝 Improve Chinese tags by [00helloworld](https://github.com/00helloworld)

[sklift.datasets](https://www.uplift-modeling.com/en/v0.4.1/api/datasets/index.html)

* 🔨 Fix bug in dataset links.
* 📝 Add about a company section

[sklift.metrics](https://www.uplift-modeling.com/en/v0.4.0/api/index/metrics.html)

* 🔥 Add [make_uplift_scorer](https://www.uplift-modeling.com/en/v0.4.0/api/metrics/make_uplift_scorer.html) function for interacting with the module ``sklearn.model_selection`` by [wrapper228](https://github.com/wrapper228).
* 🔥 Add new metric [average_squared_deviation](https://www.uplift-modeling.com/en/v0.4.0/api/metrics/average_squared_deviation.html) function by [Mogby](https://github.com/Mogby).

[sklift.viz](https://www.uplift-modeling.com/en/v0.4.0/api/viz/index.html)

* 🔥 Added the ability to draw multiple plot on the same graph of [plot_uplift_curve](https://www.uplift-modeling.com/en/v0.4.0/api/viz/plot_uplift_curve.html) function and [plot_qini_curve](https://www.uplift-modeling.com/en/v0.4.0/api/viz/plot_qini_curve.html) function by [flashlight101](https://github.com/flashlight101).

[sklift.datasets](https://www.uplift-modeling.com/en/v0.4.0/api/datasets/index.html)

* 💥 Add new dataset [fetch_megafon](https://www.uplift-modeling.com/en/v0.4.0/api/datasets/fetch_megafon.html) function by [ezhdi](https://github.com/ezhdi).
* 📝 Improve documentation of [sklift.datasets](https://www.uplift-modeling.com/en/v0.4.0/api/datasets/index.html) by [flashlight101](https://github.com/flashlight101) and [ezhdi](https://github.com/ezhdi).


Miscellaneous

* 💥 Add new tutorial [Example of usage model from sklift.models in sklearn.model_selection](https://nbviewer.jupyter.org/github/maks-sh/scikit-uplift/blob/master/notebooks/uplift_model_selection_tutorial.ipynb) by [wrapper228](https://github.com/wrapper228).
* 💥 Increased test coverage from 30% to 82% by [flashlight101](https://github.com/flashlight101) and [Ksyula](https://github.com/Ksyula)
* 📝 Add EDA of available datasets on [Tutorials](https://www.uplift-modeling.com/en/v0.4.0/tutorials.html) page by [lyutov89](https://github.com/lyutov89), [ezhdi](https://github.com/ezhdi), [patpanda94](https://github.com/patpanda94) and [Ksyula](https://github.com/Ksyula).
* 📝 Imporve ["RetailHero tutorial"](https://nbviewer.jupyter.org/github/maks-sh/scikit-uplift/blob/master/notebooks/RetailHero_EN.ipynb) by [Ksyula](https://github.com/Ksyula).

[sklift.datasets](https://www.uplift-modeling.com/en/v0.3.2/api/datasets/index.html)

* 🔨 Fix bug in [fetch_x5](https://www.uplift-modeling.com/en/v0.3.2/api/datasets/fetch_x5.html) function by [Muhamob](https://github.com/Muhamob).

[sklift.metrics](https://www.uplift-modeling.com/en/v0.3.2/api/index/metrics.html)

* 📝 Fix docstring in [uplift_by_percentile](https://www.uplift-modeling.com/en/v0.3.2/api/metrics/uplift_by_percentile.html) function by [ElisovaIra](https://github.com/ElisovaIra).

[sklift.viz](https://www.uplift-modeling.com/en/v0.3.2/api/viz/index.html)

* 🔨 Fix bug in [plot_uplift_preds](https://www.uplift-modeling.com/en/v0.3.2/api/viz/plot_uplift_preds.html) function by [bwbelljr](https://github.com/bwbelljr).

Miscellaneous

* 📝 Change some images in ["RetailHero tutorial"](https://nbviewer.jupyter.org/github/maks-sh/scikit-uplift/blob/master/notebooks/RetailHero_EN.ipynb).

[sklift.datasets](https://www.uplift-modeling.com/en/v0.3.1/api/datasets/index.html)

* 🔨 Fix bugs in [sklift.datasets](https://www.uplift-modeling.com/en/v0.3.1/api/datasets/index.html)

[sklift.metrics](https://www.uplift-modeling.com/en/v0.3.1/api/index/metrics.html)

* 📝 Imporve [uplift_by_percentile](https://www.uplift-modeling.com/en/v0.3.1/api/metrics/uplift_by_percentile.html) function by [ElisovaIra](https://github.com/ElisovaIra).

Miscellaneous

* 💥 Add tutorial ["Uplift modeling metrics"](https://nbviewer.jupyter.org/github/maks-sh/scikit-uplift/blob/master/notebooks/uplift_metrics_tutorial.ipynb) by [ElisovaIra](https://github.com/ElisovaIra).