Virgil Chan

Added link to plot_adaboost_multiclass.py example

3

#### Reference Issues/PRs Towards #26927 #### What does this implement/fix? Explain your changes. Includes a link to the plot_adaboost_multiclass.py example #### Any other comments? NA

Updating `root_mean_squared_log_error` & `mean_squared_log_error`

4

#### Reference Issues/PRs Towards #29678 #### What does this implement/fix? Explain your changes. This PR updates the `root_mean_squared_log_error` and the `mean_squared_log_error` functions in `sklearn.metrics`. The functions now check whether `y_true`...

Reduce redundancy in floating type checks for Array API support

1

### Describe the workflow you want to enable While working on #29978, we noticed that the following procedure is repeated across most regression metrics in `_regression.py` for the Array API:...

ENH add support for Array API to `mean_pinball_loss` and `explained_variance_score`

2

#### Reference Issues/PRs Towards #26024. #### What does this implement/fix? Explain your changes. This PR adds Array API support for the following regression metrics: - `median_absolute_error` (dependent on `_weighted_percentile`) -...

DOC rework the example presenting the regularization path of Lasso, Lasso-LARS, and Elastic Net

3

#### Reference Issues/PRs Fixes #29963 #### What does this implement/fix? Explain your changes. This PR reworks the example of Lasso, Lasso-LARS, and Elastic Net regularization paths as presented here: [URL](https://scikit-learn.org/dev/auto_examples/linear_model/plot_lasso_lasso_lars_elasticnet_path.html)....

FEA add temperature scaling to `CalibratedClassifierCV`

4

#### Reference Issues/PRs Closes #28574 #### What does this implement/fix? Explain your changes. This PR adds **temperature scaling** to scikit-learn's [CalibratedClassifierCV](https://scikit-learn.org/stable/modules/generated/sklearn.calibration.CalibratedClassifierCV.html#sklearn.calibration.CalibratedClassifierCV): Temperature scaling can be enabled by setting `method =...

DOC rework the over-sampling section of the user guide

1

#### Reference Issue N/A #### What does this implement/fix? Explain your changes. This PR reworks the [Over-sampling section of the user guide](https://imbalanced-learn.org/stable/over_sampling.html) to improve its organisation. #### Any other comments?...

ENH Add checks for connectedness and compactness in various geometries

1

## Checklist - [x] My pull request has a clear and explanatory title. - [x] If necessary, my code is [vectorized](https://www.geeksforgeeks.org/vectorization-in-python/). - [x] I added appropriate unit tests. - [...

DOC Add temperature scaling example

2

#### Reference Issues/PRs A follow-up to #31068 and https://github.com/scikit-learn/scikit-learn/pull/32809#discussion_r2594800078 #### What does this implement/fix? Explain your changes. This PR adds an example demonstrating the use of temperature scaling for multi-class...

ENH add Array API support for `d2_pinball_score` and `d2_absolute_error_score`

18

#### Reference Issues/PRs Towards #26024 #### What does this implement/fix? Explain your changes. Adds Array API support for [d2_pinball_score](https://scikit-learn.org/stable/modules/generated/sklearn.metrics.d2_pinball_score.html) and [d2_absolute_error_score](https://scikit-learn.org/stable/modules/generated/sklearn.metrics.d2_absolute_error_score.html). #### Any other comments? N/A