diff --git a/math/py-umap-learn/Makefile b/math/py-umap-learn/Makefile
index 774ede0ccfc0..5008afce2e41 100644
--- a/math/py-umap-learn/Makefile
+++ b/math/py-umap-learn/Makefile
@@ -1,26 +1,26 @@
 PORTNAME=	umap-learn
-DISTVERSION=	0.5.7
-PORTREVISION=	3
+DISTVERSION=	0.5.12
 CATEGORIES=	math python
 MASTER_SITES=	PYPI
 PKGNAMEPREFIX=	${PYTHON_PKGNAMEPREFIX}
+DISTNAME=	${PORTNAME:S/-/_/g}-${PORTVERSION}
 
 MAINTAINER=	yuri@FreeBSD.org
 COMMENT=	Uniform Manifold Approximation and Projection
 WWW=		https://github.com/lmcinnes/umap
 
 LICENSE=	BSD3CLAUSE
 
 RUN_DEPENDS=	${PYTHON_PKGNAMEPREFIX}numba>=0.51.2:devel/py-numba@${PY_FLAVOR} \
-		${PYTHON_PKGNAMEPREFIX}numpy>=1.16:math/py-numpy@${PY_FLAVOR} \
+		${PYTHON_PKGNAMEPREFIX}numpy>=1.23:math/py-numpy@${PY_FLAVOR} \
 		${PYTHON_PKGNAMEPREFIX}pynndescent>=0.5:math/py-pynndescent@${PY_FLAVOR} \
-		${PYTHON_PKGNAMEPREFIX}scikit-learn>=0.22:science/py-scikit-learn@${PY_FLAVOR} \
+		${PYTHON_PKGNAMEPREFIX}scikit-learn>=1.6:science/py-scikit-learn@${PY_FLAVOR} \
 		${PYTHON_PKGNAMEPREFIX}scipy>=1.3.1:science/py-scipy@${PY_FLAVOR} \
 		${PYTHON_PKGNAMEPREFIX}tqdm>0:misc/py-tqdm@${PY_FLAVOR}
 
 USES=		python
 USE_PYTHON=	distutils autoplist
 
 NO_ARCH=	yes
 
 .include <bsd.port.mk>
diff --git a/math/py-umap-learn/distinfo b/math/py-umap-learn/distinfo
index 30b172369f4b..2201e8689e69 100644
--- a/math/py-umap-learn/distinfo
+++ b/math/py-umap-learn/distinfo
@@ -1,3 +1,3 @@
-TIMESTAMP = 1731044771
-SHA256 (umap-learn-0.5.7.tar.gz) = b2a97973e4c6ffcebf241100a8de589a4c84126a832ab40f296c6d9fcc5eb19e
-SIZE (umap-learn-0.5.7.tar.gz) = 92680
+TIMESTAMP = 1780078516
+SHA256 (umap_learn-0.5.12.tar.gz) = 6aff02ecac5f2aad9f3c65ee518d7ae93e1a985ae38721fdcffceee4232c33c7
+SIZE (umap_learn-0.5.12.tar.gz) = 96672