diff --git a/misc/py-tflearn/Makefile b/misc/py-tflearn/Makefile
index a7789563ff20..3dabdb46575e 100644
--- a/misc/py-tflearn/Makefile
+++ b/misc/py-tflearn/Makefile
@@ -1,26 +1,26 @@
 PORTNAME=	tflearn
-DISTVERSION=	0.3.2-53
-PORTREVISION=	5
-DISTVERSIONSUFFIX=	-g5c23566
+DISTVERSION=	0.5.0
 CATEGORIES=	misc python # machine-learning
 PKGNAMEPREFIX=	${PYTHON_PKGNAMEPREFIX}
 
 MAINTAINER=	yuri@FreeBSD.org
 COMMENT=	Modular and transparent deep learning library on top of TensorFlow
 WWW=		http://tflearn.org/
 
 LICENSE=	MIT
 LICENSE_FILE=	${WRKSRC}/LICENSE
 
+BUILD_DEPENDS=	${PYTHON_PKGNAMEPREFIX}setuptools>0:devel/py-setuptools@${PY_FLAVOR} \
+		${PYTHON_PKGNAMEPREFIX}wheel>0:devel/py-wheel@${PY_FLAVOR}
 RUN_DEPENDS=	${PYTHON_PKGNAMEPREFIX}numpy>=1.16:math/py-numpy@${PY_FLAVOR} \
-		${PY_PILLOW} \
+		${PYTHON_PKGNAMEPREFIX}pillow>0:graphics/py-pillow@${PY_FLAVOR} \
 		${PYTHON_PKGNAMEPREFIX}six>0:devel/py-six@${PY_FLAVOR} \
 		${PYTHON_PKGNAMEPREFIX}tensorflow>0:science/py-tensorflow@${PY_FLAVOR}
 
 USES=		python
 USE_GITHUB=	yes
-USE_PYTHON=	distutils autoplist
+USE_PYTHON=	pep517 autoplist
 
 NO_ARCH=	yes
 
 .include <bsd.port.mk>
diff --git a/misc/py-tflearn/distinfo b/misc/py-tflearn/distinfo
index 756a8a83f607..a22c674f0731 100644
--- a/misc/py-tflearn/distinfo
+++ b/misc/py-tflearn/distinfo
@@ -1,3 +1,3 @@
-TIMESTAMP = 1574540151
-SHA256 (tflearn-tflearn-0.3.2-53-g5c23566_GH0.tar.gz) = 0c48f347da46cf6321e2e7b48843c9b5c7282e8ffc8e5fe172e23ced3757257b
-SIZE (tflearn-tflearn-0.3.2-53-g5c23566_GH0.tar.gz) = 858607
+TIMESTAMP = 1785915347
+SHA256 (tflearn-tflearn-0.5.0_GH0.tar.gz) = acf6f2ddc314102ee3d9fca134c6df23bf2282770ceff1c2dfe9271d8686ba85
+SIZE (tflearn-tflearn-0.5.0_GH0.tar.gz) = 858688