diff --git a/docs/contribution.md b/docs/contribution.md
index be3c36d79..f2bef2b70 100644
--- a/docs/contribution.md
+++ b/docs/contribution.md
@@ -20,7 +20,7 @@ This means we're usually open to ideas to add here but there are a few things to
 
 When writing a new feature there's some more
 [details with regard to how scikit learn likes to have its parts implemented][scikit-develop].
-We will display the a sample implementation of the `ColumnSelector` below. Please review all comments marked as Important.
+We will display a sample implementation of the `ColumnSelector` below. Please review all comments marked as Important.
 
 ```py hl_lines="19-22 24-28 46-51 65-69 77-78 83-85" linenums="1"
 from sklearn.base import BaseEstimator, TransformerMixin, MetaEstimatorMixin
diff --git a/docs/user-guide/linear-models.md b/docs/user-guide/linear-models.md
index 3f673b442..83339e927 100644
--- a/docs/user-guide/linear-models.md
+++ b/docs/user-guide/linear-models.md
@@ -105,7 +105,7 @@ We've turned the array into a dataframe so that we can apply the [`ColumnSelecto
 
 --8<-- "docs/_static/linear-models/grid.html"
 
-You can see that the `ProbWeightRegression` indeeds sums to one.
+You can see that the `ProbWeightRegression` indeed sums to one.
 
 ```py
 --8<-- "docs/_scripts/linear-models.py:prob-weight-coefs"