diff --git a/cn-Book/附录D.给训练循环添加高级技巧.md b/cn-Book/附录D.给训练循环添加高级技巧.md
index 2134930..8a56c32 100644
--- a/cn-Book/附录D.给训练循环添加高级技巧.md
+++ b/cn-Book/附录D.给训练循环添加高级技巧.md
@@ -190,11 +190,11 @@ plt.show()
用数学术语来说,对于一个由分量组成的向量 v = [v1, v2, ..., vn],L2 范数描述为:
-$$ |v|_{2}=\sqrt{v_{1}^{2}+v_{2}^{2}+\ldots+v_{n}^{2}} $$
+$$ \text|v|_{2}=\sqrt{v_{1}^{2}+v_{2}^{2}+\ldots+v_{n}^{2}} $$
这种计算方法也适用于矩阵。例如,考虑以下梯度矩阵:
-$$ |v|_{2}=\sqrt{v_{1}^{2}+v_{2}^{2}+\ldots+v_{n}^{2}}G=\left[\begin{array}{ll}
+$$ \text|v|_{2}=\sqrt{v_{1}^{2}+v_{2}^{2}+\ldots+v_{n}^{2}}G=\left[\begin{array}{ll}
1 & 2 \\
2 & 4
\end{array}\right] $$
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