diff --git a/srcpkgs/python3-scikit-learn/patches/numpy-version.patch b/srcpkgs/python3-scikit-learn/patches/numpy-version.patch
new file mode 100644
index 00000000000000..0ffb53e3433e9b
--- /dev/null
+++ b/srcpkgs/python3-scikit-learn/patches/numpy-version.patch
@@ -0,0 +1,11 @@
+--- a/pyproject.toml
++++ b/pyproject.toml
+@@ -9,7 +9,7 @@
+     # wheels on PyPI
+     #
+     # see: https://github.com/scipy/oldest-supported-numpy/blob/main/setup.cfg
+-    "oldest-supported-numpy; python_version!='3.10' or platform_system!='Windows' or platform_python_implementation=='PyPy'",
++    "numpy>=1.23.2; python_version!='3.10' or platform_system!='Windows' or platform_python_implementation=='PyPy'",
+     # For CPython 3.10 under Windows, SciPy requires NumPy 1.22.3 while the
+     # oldest supported NumPy is defined as 1.21.6. We therefore need to force
+     # it for this specific configuration. For details, see
diff --git a/srcpkgs/python3-scikit-learn/template b/srcpkgs/python3-scikit-learn/template
index 9fc96efd4ab179..aed65406cad2b9 100644
--- a/srcpkgs/python3-scikit-learn/template
+++ b/srcpkgs/python3-scikit-learn/template
@@ -1,17 +1,19 @@
 # Template file for 'python3-scikit-learn'
 pkgname=python3-scikit-learn
-version=0.24.2
-revision=3
-build_style=python3-module
-hostmakedepends="python3-setuptools python3-Cython python3-numpy python3-scipy"
-makedepends="python3-devel"
+version=1.3.0
+revision=1
+build_style=python3-pep517
+hostmakedepends="python3-setuptools python3-Cython python3-numpy python3-scipy
+ python3-wheel"
+makedepends="python3-devel libgomp-devel"
 depends="python3-numpy python3-scipy python3-joblib python3-threadpoolctl"
 short_desc="Python3 modules for machine learning and data mining"
 maintainer="Orphaned <orphan@voidlinux.org>"
 license="BSD-3-Clause"
 homepage="https://scikit-learn.org/"
 distfiles="https://github.com/scikit-learn/scikit-learn/archive/${version}.tar.gz"
-checksum=642fb016bfe4bb7539ba6bf4e6dd5a95d2d25638387040b0f5eefdb84a840297
+checksum=ead129f466a0859555ce4f41280ae06623ef3255efff0b1692c57f15e39767b5
+make_check=no # tests don't work properly unless package is installed
 
 export SKLEARN_BUILD_PARALLEL="${XBPS_MAKEJOBS}"