Blog post about array API adoption in scikit-learn

[ogrisel]

We need to communicate about recent progress in array API support in scikit-learn.

@lucyleeow started a draft.

I plan to work on a case study for multiclass classification of images from a pre-trained feature extractor from the timm library and RidgeClassifierCV or LogisticRegression as the final layer.

I was thinking about using a document classification problems from screenshots. I think there are public datasets that are well suited for this task.

[lucyleeow]

Thanks for creating the issue @ogrisel ! The blog I started is partly for the NASA grant that funded some of this work - I think there is an 18month report due end of February and it would be great to have something by then.

Athan has also suggested that we could have 2 blog posts, one with updates and a simple example, and another with your much more interesting and complicated example - this way it gives you more time and we have 2 blog posts to promote.