diff --git a/gnu/packages/machine-learning.scm b/gnu/packages/machine-learning.scm
index e2b113a70..d3af35e17 100644
--- a/gnu/packages/machine-learning.scm
+++ b/gnu/packages/machine-learning.scm
@@ -719,10 +719,10 @@ mining and data analysis.")
                     (replace 'check
                       (lambda _
                         (invoke "py.test" "-v"))))))
-      (synopsis "Efficiently computes derivatives of numpy code")
+      (synopsis "Efficiently computes derivatives of NumPy code")
       (description "Autograd can automatically differentiate native Python and
-Numpy code.  It can handle a large subset of Python's features, including loops
-, ifs, recursion and closures, and it can even take derivatives of derivatives
+NumPy code.  It can handle a large subset of Python's features, including loops,
+ifs, recursion and closures, and it can even take derivatives of derivatives
 of derivatives.  It supports reverse-mode differentiation
 (a.k.a. backpropagation), which means it can efficiently take gradients of
 scalar-valued functions with respect to array-valued arguments, as well as