diff --git a/docs/en/tutorials/finetune.md b/docs/en/tutorials/finetune.md
index 2925be76226..98538fbf61b 100644
--- a/docs/en/tutorials/finetune.md
+++ b/docs/en/tutorials/finetune.md
@@ -5,7 +5,7 @@ This tutorial provides instructions for users to use the models provided in the
 
 There are two steps to fine-tune a model on a new dataset.
 
-- Add support for the new dataset following [Tutorial 3: Adding New Dataset](new_dataset.md).
+- Add support for the new dataset following [Tutorial 3: Customize Dataset](new_dataset.md).
 - Modify the configs as will be discussed in this tutorial.
 
 Assume we have a ResNet-50 model pre-trained on the ImageNet-2012 dataset and want
diff --git a/docs/zh_CN/tutorials/finetune.md b/docs/zh_CN/tutorials/finetune.md
index e6b62005941..efaa88f3576 100644
--- a/docs/zh_CN/tutorials/finetune.md
+++ b/docs/zh_CN/tutorials/finetune.md
@@ -6,7 +6,7 @@
 
 在新数据集上微调模型分为两步：
 
-- 按照 [教程 3：如何增加新数据集](new_dataset.md) 添加对新数据集的支持。
+- 按照 [教程 3：如何自定义数据集](new_dataset.md) 添加对新数据集的支持。
 - 按照本教程中讨论的内容修改配置文件
 
 假设我们现在有一个在 ImageNet-2012 数据集上训练好的 ResNet-50 模型，并且希望在