diff --git a/docs/intro/duction.rst b/docs/intro/duction.rst
index 16baebc0d..f0dc95278 100644
--- a/docs/intro/duction.rst
+++ b/docs/intro/duction.rst
@@ -33,7 +33,7 @@ include:
   Perl's `CPAN <https://www.cpan.org>`_. There is a thriving community
   of very powerful Python frameworks and tools like
   the `Django <https://www.djangoproject.com>`_ web framework and the
-  `NumPy <http://numpy.scipy.org>`_ set of math routines.
+  `NumPy <https://numpy.org/>`_ set of math routines.
 
 * **integration with other systems**
 
diff --git a/docs/scenarios/scientific.rst b/docs/scenarios/scientific.rst
index bb0547323..9a92fc9a0 100644
--- a/docs/scenarios/scientific.rst
+++ b/docs/scenarios/scientific.rst
@@ -47,7 +47,7 @@ Libraries
 NumPy
 -----
 
-`NumPy <http://numpy.scipy.org/>`_ is a low level library written in C (and
+`NumPy <https://numpy.org/>`_ is a low level library written in C (and
 Fortran) for high level mathematical functions. NumPy cleverly overcomes the
 problem of running slower algorithms on Python by using multidimensional arrays
 and functions that operate on arrays. Any algorithm can then be expressed as a