In the script that build the documentation: build_tools/circle/build_doc.sh, we have the following line:

Indeed, the build doc-min-dependencies check that we build the documentation with a minimum version. However, these lines bypass this purpose. However the file sklearn/_min_dependencies.py are defining minimum version for these packages:

I think that we should as well take into consideration the minimum version when installing these packages.