diff --git a/source/linear-algebra/source/01-LE/01.ptx b/source/linear-algebra/source/01-LE/01.ptx
index 9d148bbc8..a2c54d722 100644
--- a/source/linear-algebra/source/01-LE/01.ptx
+++ b/source/linear-algebra/source/01-LE/01.ptx
@@ -253,7 +253,7 @@ Following are some examples of addition and scalar multiplication in \mathbb
-
Visualization of adding vectors
+
Visualization of scaling vectors
@@ -1135,8 +1135,8 @@ Augmented matrix:
For each of the following relations, show that it is or is not an equivalence relation.
-
For a,b, \in \mathbb{R}, a \sim b if an only if a \leq b.
-
For a,b, \in \mathbb{R}, a \sim b if an only if |a|=|b|.
+
For a,b, \in \mathbb{R}, a \sim b if and only if a \leq b.
+
For a,b, \in \mathbb{R}, a \sim b if and only if |a|=|b|.