diff --git a/tutorials/application/source_en/cv/vit.md b/tutorials/application/source_en/cv/vit.md
index ee3ec57326da1e86a5dd42249ad9509cd8e7ad9c..efc93d9ed9dd81e853f104a4d10d49274a840bba 100644
--- a/tutorials/application/source_en/cv/vit.md
+++ b/tutorials/application/source_en/cv/vit.md
@@ -104,9 +104,9 @@ In the Self-Attention:
 
     $$
     \begin{cases}
-    q_i = W_q \cdot x_i & \\
-    k_i = W_k \cdot x_i,\hspace{1em} &i = 1,2,3 \ldots \\
-    v_i = W_v \cdot x_i &
+        q_i = W_q \cdot x_i & \\
+        k_i = W_k \cdot x_i,\hspace{1em} &i = 1,2,3 \ldots \\
+        v_i = W_v \cdot x_i &
     \end{cases}
     \tag{1}
     $$
@@ -117,9 +117,9 @@ In the Self-Attention:
 
     $$
     \begin{cases}
-    a_{1,1} = q_1 \cdot k_1 / \sqrt d \\
-    a_{1,2} = q_1 \cdot k_2 / \sqrt d \\
-    a_{1,3} = q_1 \cdot k_3 / \sqrt d
+        a_{1,1} = q_1 \cdot k_1 / \sqrt d \\
+        a_{1,2} = q_1 \cdot k_2 / \sqrt d \\
+        a_{1,3} = q_1 \cdot k_3 / \sqrt d
     \end{cases}
     \tag{2}
     $$