diff --git a/srcpkgs/python3-scikit-learn/patches/numpy-version.patch b/srcpkgs/python3-scikit-learn/patches/numpy-version.patch
deleted file mode 100644
index 0ffb53e3433..00000000000
--- a/srcpkgs/python3-scikit-learn/patches/numpy-version.patch
+++ /dev/null
@@ -1,11 +0,0 @@
---- 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 a6364f089c4..c0983fe4624 100644
--- a/srcpkgs/python3-scikit-learn/template
+++ b/srcpkgs/python3-scikit-learn/template
@@ -1,27 +1,21 @@
 # Template file for 'python3-scikit-learn'
 pkgname=python3-scikit-learn
-version=1.3.0
-revision=2
+version=1.5.0
+revision=1
 build_style=python3-pep517
-hostmakedepends="python3-setuptools python3-Cython python3-numpy python3-scipy
- python3-wheel"
-makedepends="python3-devel libgomp-devel"
+build_helper="numpy meson"
+hostmakedepends="python3-Cython python3-numpy python3-scipy
+ python3-meson-python pkg-config"
+makedepends="python3-devel python3-numpy 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=ead129f466a0859555ce4f41280ae06623ef3255efff0b1692c57f15e39767b5
+checksum=cd2aac2b566c7e740d34aabb4737864c74ba33c29aad7101fbf1bab2931c02dc
 make_check=no # tests don't work properly unless package is installed
 
-export SKLEARN_BUILD_PARALLEL="${XBPS_MAKEJOBS}"
-
-if [ "$CROSS_BUILD" ]; then
-	# Without this, setup.py tries to run a target executable
-	export PYTHON_CROSSENV=1
-fi
-
 post_install() {
 	vlicense COPYING
 }