diff --git a/content/en/learn.md b/content/en/learn.md
index 8b3f83211e..7fdf4c00d1 100644
--- a/content/en/learn.md
+++ b/content/en/learn.md
@@ -3,7 +3,7 @@ title: Learn
 sidebar: false
 ---
 
-The official NumPy documentation lives [here](https://numpy.org/doc/stable).
+**The official NumPy documentation lives [here](https://numpy.org/doc/stable).**
 
 Below is a curated collection of external resources. To contribute, see the [end of this page](#add-to-this-list).
 ***
@@ -30,7 +30,7 @@ There's a ton of information about NumPy out there. If you are new, we'd strongl
 * [From Python to NumPy *by Nicolas P. Rougier*](https://www.labri.fr/perso/nrougier/from-python-to-numpy/)
 * [Elegant SciPy](https://www.amazon.com/Elegant-SciPy-Art-Scientific-Python/dp/1491922877) *by Juan Nunez-Iglesias, Stefan van der Walt, and Harriet Dashnow*
 
-You may also want to check out the [Goodreads list](https://www.goodreads.com/shelf/show/python-scipy) on the subject of "Python+SciPy". Most books there are about the "SciPy ecosystem", which has NumPy at its core.
+You may also want to check out the [Goodreads list](https://www.goodreads.com/shelf/show/python-scipy) on the subject of "Python+SciPy." Most books there are about the "SciPy ecosystem," which has NumPy at its core.
 
 <i class="far fa-file-video"></i> **Videos**
 
diff --git a/layouts/partials/data-science.html b/layouts/partials/data-science.html
index c3993f55d8..775f7d695a 100644
--- a/layouts/partials/data-science.html
+++ b/layouts/partials/data-science.html
@@ -47,7 +47,7 @@
             <p></p><p>
                 For high data volumes, <a href="https://dask.org">Dask</a> and
                 <a href="https://ray.io/">Ray</a> are designed to scale. Stable production
-                environments rely on data versioning (<a href="https://dvc.org">DVC</a>),
+                deployments rely on data versioning (<a href="https://dvc.org">DVC</a>),
                 experiment tracking (<a href="https://mlflow.org">MLFlow</a>), and
                 workflow automation (<a href="https://airflow.apache.org">Airflow</a> and
                 <a href="https://www.prefect.io">Prefect</a>).</p>