diff --git a/math/py-autograd/Makefile b/math/py-autograd/Makefile
index 4fe9ec371bc3..36e1f94bdecb 100644
--- a/math/py-autograd/Makefile
+++ b/math/py-autograd/Makefile
@@ -1,22 +1,21 @@
 PORTNAME=	autograd
-DISTVERSION=	1.3
-PORTREVISION=	1
+DISTVERSION=	1.5
 CATEGORIES=	math python
 MASTER_SITES=	PYPI
 PKGNAMEPREFIX=	${PYTHON_PKGNAMEPREFIX}
 
 MAINTAINER=	rm@FreeBSD.org
 COMMENT=	Efficiently computes derivatives of numpy code
 WWW=		https://github.com/HIPS/autograd
 
 LICENSE=	MIT
 
 RUN_DEPENDS=	${PYNUMPY} \
 		${PYTHON_PKGNAMEPREFIX}future>=0.15.2:devel/py-future@${PY_FLAVOR}
 
 USES=		python:3.6+
-USE_PYTHON=	autoplist distutils
+USE_PYTHON=	autoplist pep517
 
 NO_ARCH=	yes
 
 .include <bsd.port.mk>
diff --git a/math/py-autograd/distinfo b/math/py-autograd/distinfo
index accfd4876540..e0c7938c4f35 100644
--- a/math/py-autograd/distinfo
+++ b/math/py-autograd/distinfo
@@ -1,3 +1,3 @@
-TIMESTAMP = 1572705438
-SHA256 (autograd-1.3.tar.gz) = a15d147577e10de037de3740ca93bfa3b5a7cdfbc34cfb9105429c3580a33ec4
-SIZE (autograd-1.3.tar.gz) = 38257
+TIMESTAMP = 1685703959
+SHA256 (autograd-1.5.tar.gz) = d80bd225154d1db13cb4eaccf7a18c358be72092641b68717f96fcf1d16acd0b
+SIZE (autograd-1.5.tar.gz) = 40662