diff --git a/tutorials/experts/source_en/parallel/sharding_propagation.md b/tutorials/experts/source_en/parallel/sharding_propagation.md
index e9335269b5ef63e02bfcff7b2f6097d7e895e2ab..c4e3264f8dba1caa930ecc3f326c85af02524482 100644
--- a/tutorials/experts/source_en/parallel/sharding_propagation.md
+++ b/tutorials/experts/source_en/parallel/sharding_propagation.md
@@ -2,7 +2,7 @@
`Ascend` `GPU` `Parallel Training` `Automatic Parallelization`
-
+
## Background
diff --git a/tutorials/experts/source_zh_cn/data_engine/introduction.md b/tutorials/experts/source_zh_cn/data_engine/introduction.md
index 0ea388f55c307dceb0d716c98aafafe1f053f7bb..4df5e748e4e34d38ca2d9880e5ed4d291b0ce993 100644
--- a/tutorials/experts/source_zh_cn/data_engine/introduction.md
+++ b/tutorials/experts/source_zh_cn/data_engine/introduction.md
@@ -2,7 +2,7 @@
`Ascend` `GPU` `CPU` `设计` `数据准备`
-
+
## 背景介绍
diff --git a/tutorials/experts/source_zh_cn/debug/auto_tune.md b/tutorials/experts/source_zh_cn/debug/auto_tune.md
index ce034d6e98f6464167a64c72bcdefcd85cfbb7b0..141dd8eafc39f3259af675db027e6c52ae0e8351 100644
--- a/tutorials/experts/source_zh_cn/debug/auto_tune.md
+++ b/tutorials/experts/source_zh_cn/debug/auto_tune.md
@@ -2,7 +2,7 @@
`Ascend` `模型调优`
-
+
## 概述
diff --git a/tutorials/experts/source_zh_cn/operation/incremental_compilation.md b/tutorials/experts/source_zh_cn/operation/incremental_compilation.md
index 4ae1522efe8403c724127608b92470a67f25da89..f5d5abe62e557d3c41a653fd87a50a13edf9cc33 100644
--- a/tutorials/experts/source_zh_cn/operation/incremental_compilation.md
+++ b/tutorials/experts/source_zh_cn/operation/incremental_compilation.md
@@ -2,7 +2,7 @@
`Ascend` `模型调试`
-
+
## 概述
diff --git a/tutorials/experts/source_zh_cn/others/gradient_accumulation.md b/tutorials/experts/source_zh_cn/others/gradient_accumulation.md
index d0731526d0da426914d765baf563c539dc5f068b..b4c88ac5f8abbca7e42aad09a27797b767fd3106 100644
--- a/tutorials/experts/source_zh_cn/others/gradient_accumulation.md
+++ b/tutorials/experts/source_zh_cn/others/gradient_accumulation.md
@@ -4,7 +4,7 @@
-
+
## 概述
diff --git a/tutorials/experts/source_zh_cn/others/mixed_precision.md b/tutorials/experts/source_zh_cn/others/mixed_precision.md
index 74178f9461c710ab1f3e59ed944acaf54f71ddbe..d4ae1c64f2269a0953fb485ee140092d4000d323 100644
--- a/tutorials/experts/source_zh_cn/others/mixed_precision.md
+++ b/tutorials/experts/source_zh_cn/others/mixed_precision.md
@@ -5,7 +5,7 @@
感谢:[ZOMI酱](https://www.zhihu.com/people/ZOMI)
-
+
## 概述
diff --git a/tutorials/source_en/beginner/quick_start.md b/tutorials/source_en/beginner/quick_start.md
index e0a804053a5fac6b3350995e875dd9f6c0f06a29..a1945878a2c92a9df017a7eb9a865e4ff62849f8 100644
--- a/tutorials/source_en/beginner/quick_start.md
+++ b/tutorials/source_en/beginner/quick_start.md
@@ -163,7 +163,7 @@ load_param_into_net(network, param_dict)
[]
```
-> For more information about loading a model in mindspore, see [Loading the Model](https://www.mindspore.cn/tutorials/en/master/save_load_model.html#loading-the-model).
+> For more information about loading a model in mindspore, see [Loading the Model](https://www.mindspore.cn/tutorials/en/master/beginner/save_load.html#loading-the-model).
## Validating the Model
diff --git a/tutorials/source_zh_cn/beginner/quick_start.ipynb b/tutorials/source_zh_cn/beginner/quick_start.ipynb
index 6f28f84050a25c43d71af26ac3c2ffafd727c2fe..497f3072889f5557d42344a1bfe36a2fbd41d699 100644
--- a/tutorials/source_zh_cn/beginner/quick_start.ipynb
+++ b/tutorials/source_zh_cn/beginner/quick_start.ipynb
@@ -264,7 +264,7 @@
"cell_type": "markdown",
"metadata": {},
"source": [
- "> 阅读更多有关[加载模型](https://www.mindspore.cn/tutorials/zh-CN/tutorials-develop/beginner/save_load.html#加载模型)的信息。\n",
+ "> 阅读更多有关[加载模型](https://www.mindspore.cn/tutorials/zh-CN/master/beginner/save_load.html#加载模型)的信息。\n",
"\n",
"## 验证模型\n",
"\n",