diff --git a/tutorials/source_zh_cn/beginner/autograd.ipynb b/tutorials/source_zh_cn/beginner/autograd.ipynb
index f36dc631f1b81e1c4494b7347591ec3e839b98a8..357bfab5cb3b8e1d5073b7ba669984b459e282a7 100644
--- a/tutorials/source_zh_cn/beginner/autograd.ipynb
+++ b/tutorials/source_zh_cn/beginner/autograd.ipynb
@@ -6,7 +6,7 @@
    "source": [
     "[![下载Notebook](https://mindspore-website.obs.cn-north-4.myhuaweicloud.com/website-images/master/resource/_static/logo_notebook.png)](https://obs.dualstack.cn-north-4.myhuaweicloud.com/mindspore-website/notebook/master/tutorials/zh_cn/beginner/mindspore_autograd.ipynb) [![下载样例代码](https://mindspore-website.obs.cn-north-4.myhuaweicloud.com/website-images/master/resource/_static/logo_download_code.png)](https://obs.dualstack.cn-north-4.myhuaweicloud.com/mindspore-website/notebook/master/tutorials/zh_cn/beginner/mindspore_autograd.py) [![查看源文件](https://mindspore-website.obs.cn-north-4.myhuaweicloud.com/website-images/master/resource/_static/logo_source.png)](https://gitee.com/mindspore/docs/blob/master/tutorials/source_zh_cn/beginner/autograd.ipynb)\n",
     "\n",
-    "[基本介绍](https://www.mindspore.cn/tutorials/zh-CN/master/beginner/introduction.html) || [快速入门](https://www.mindspore.cn/tutorials/zh-CN/master/beginner/quick_start.html) || [张量Tensor](https://www.mindspore.cn/tutorials/zh-CN/master/beginner/tensor.html) || [数据集Dataset](https://www.mindspore.cn/tutorials/zh-CN/master/beginner/dataset.html) || [数据变换Transforms](https://www.mindspore.cn/tutorials/zh-CN/master/beginner/transforms.html) || [网络构建](https://www.mindspore.cn/tutorials/zh-CN/master/beginner/model.html) || **函数式自动微分** || [模型训练](https://www.mindspore.cn/tutorials/zh-CN/master/beginner/train.html) || [保存与加载](https://www.mindspore.cn/tutorials/zh-CN/master/beginner/save_load.html) || [推理与部署](https://www.mindspore.cn/tutorials/zh-CN/master/beginner/infer.html)"
+    "[基本介绍](https://www.mindspore.cn/tutorials/zh-CN/master/beginner/introduction.html) || [快速入门](https://www.mindspore.cn/tutorials/zh-CN/master/beginner/quick_start.html) || [张量 Tensor](https://www.mindspore.cn/tutorials/zh-CN/master/beginner/tensor.html) || [数据集 Dataset](https://www.mindspore.cn/tutorials/zh-CN/master/beginner/dataset.html) || [数据变换 Transforms](https://www.mindspore.cn/tutorials/zh-CN/master/beginner/transforms.html) || [网络构建](https://www.mindspore.cn/tutorials/zh-CN/master/beginner/model.html) || **函数式自动微分** || [模型训练](https://www.mindspore.cn/tutorials/zh-CN/master/beginner/train.html) || [保存与加载](https://www.mindspore.cn/tutorials/zh-CN/master/beginner/save_load.html) || [推理与部署](https://www.mindspore.cn/tutorials/zh-CN/master/beginner/infer.html)"
    ]
   },
   {
diff --git a/tutorials/source_zh_cn/beginner/dataset.ipynb b/tutorials/source_zh_cn/beginner/dataset.ipynb
index ca8428533dcc68c9e5dd4b42a8b26b5d30e50d9a..9ad7239e95c028176e7ce12c35d44653a00a40e6 100644
--- a/tutorials/source_zh_cn/beginner/dataset.ipynb
+++ b/tutorials/source_zh_cn/beginner/dataset.ipynb
@@ -6,14 +6,14 @@
    "source": [
     "[![下载Notebook](https://mindspore-website.obs.cn-north-4.myhuaweicloud.com/website-images/master/resource/_static/logo_notebook.png)](https://mindspore-website.obs.cn-north-4.myhuaweicloud.com/notebook/master/tutorials/zh_cn/beginner/mindspore_dataset.ipynb) [![下载样例代码](https://mindspore-website.obs.cn-north-4.myhuaweicloud.com/website-images/master/resource/_static/logo_download_code.png)](https://mindspore-website.obs.cn-north-4.myhuaweicloud.com/notebook/master/tutorials/zh_cn/beginner/mindspore_dataset.py) [![查看源文件](https://mindspore-website.obs.cn-north-4.myhuaweicloud.com/website-images/master/resource/_static/logo_source.png)](https://gitee.com/mindspore/docs/blob/master/tutorials/source_zh_cn/beginner/dataset.ipynb)\n",
     "\n",
-    "[基本介绍](https://www.mindspore.cn/tutorials/zh-CN/master/beginner/introduction.html) || [快速入门](https://www.mindspore.cn/tutorials/zh-CN/master/beginner/quick_start.html) || [张量Tensor](https://www.mindspore.cn/tutorials/zh-CN/master/beginner/tensor.html) || **数据集Dataset** || [数据变换Transforms](https://www.mindspore.cn/tutorials/zh-CN/master/beginner/transforms.html) || [网络构建](https://www.mindspore.cn/tutorials/zh-CN/master/beginner/model.html) || [函数式自动微分](https://www.mindspore.cn/tutorials/zh-CN/master/beginner/autograd.html) || [模型训练](https://www.mindspore.cn/tutorials/zh-CN/master/beginner/train.html) || [保存与加载](https://www.mindspore.cn/tutorials/zh-CN/master/beginner/save_load.html) || [推理与部署](https://www.mindspore.cn/tutorials/zh-CN/master/beginner/infer.html)"
+    "[基本介绍](https://www.mindspore.cn/tutorials/zh-CN/master/beginner/introduction.html) || [快速入门](https://www.mindspore.cn/tutorials/zh-CN/master/beginner/quick_start.html) || [张量 Tensor](https://www.mindspore.cn/tutorials/zh-CN/master/beginner/tensor.html) || **数据集 Dataset** || [数据变换 Transforms](https://www.mindspore.cn/tutorials/zh-CN/master/beginner/transforms.html) || [网络构建](https://www.mindspore.cn/tutorials/zh-CN/master/beginner/model.html) || [函数式自动微分](https://www.mindspore.cn/tutorials/zh-CN/master/beginner/autograd.html) || [模型训练](https://www.mindspore.cn/tutorials/zh-CN/master/beginner/train.html) || [保存与加载](https://www.mindspore.cn/tutorials/zh-CN/master/beginner/save_load.html) || [推理与部署](https://www.mindspore.cn/tutorials/zh-CN/master/beginner/infer.html)"
    ]
   },
   {
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "# 数据集Dataset\n",
+    "# 数据集 Dataset\n",
     "\n",
     "数据是深度学习的基础，高质量的数据输入将在整个深度神经网络中起到积极作用。MindSpore提供基于Pipeline的[数据引擎](https://www.mindspore.cn/docs/zh-CN/master/design/data_engine.html)，通过[数据集（Dataset）](https://www.mindspore.cn/tutorials/zh-CN/master/beginner/dataset.html)和[数据变换（Transforms）](https://www.mindspore.cn/tutorials/zh-CN/master/beginner/transforms.html)实现高效的数据预处理。其中Dataset是Pipeline的起始，用于加载原始数据。`mindspore.dataset`提供了内置的文本、图像、音频等数据集加载接口，并提供了自定义数据集加载接口。\n",
     "\n",
diff --git a/tutorials/source_zh_cn/beginner/infer.ipynb b/tutorials/source_zh_cn/beginner/infer.ipynb
index 5632e798cd8279c1d5b9f15a07a5cb6c574a9365..d36a2ea6ede38dfade0893d0e326c62289286d8c 100644
--- a/tutorials/source_zh_cn/beginner/infer.ipynb
+++ b/tutorials/source_zh_cn/beginner/infer.ipynb
@@ -7,7 +7,7 @@
    "source": [
     "[![下载Notebook](https://mindspore-website.obs.cn-north-4.myhuaweicloud.com/website-images/master/resource/_static/logo_notebook.png)](https://obs.dualstack.cn-north-4.myhuaweicloud.com/mindspore-website/notebook/master/tutorials/zh_cn/beginner/mindspore_infer.ipynb) [![下载样例代码](https://mindspore-website.obs.cn-north-4.myhuaweicloud.com/website-images/master/resource/_static/logo_download_code.png)](https://obs.dualstack.cn-north-4.myhuaweicloud.com/mindspore-website/notebook/master/tutorials/zh_cn/beginner/mindspore_infer.py) [![查看源文件](https://mindspore-website.obs.cn-north-4.myhuaweicloud.com/website-images/master/resource/_static/logo_source.png)](https://gitee.com/mindspore/docs/blob/master/tutorials/source_zh_cn/beginner/infer.ipynb)\n",
     "\n",
-    "[基本介绍](https://www.mindspore.cn/tutorials/zh-CN/master/beginner/introduction.html) || [快速入门](https://www.mindspore.cn/tutorials/zh-CN/master/beginner/quick_start.html) || [张量Tensor](https://www.mindspore.cn/tutorials/zh-CN/master/beginner/tensor.html) || [数据集Dataset](https://www.mindspore.cn/tutorials/zh-CN/master/beginner/dataset.html) || [数据变换Transforms](https://www.mindspore.cn/tutorials/zh-CN/master/beginner/transforms.html) || [网络构建](https://www.mindspore.cn/tutorials/zh-CN/master/beginner/model.html) || [函数式自动微分](https://www.mindspore.cn/tutorials/zh-CN/master/beginner/autograd.html) || [模型训练](https://www.mindspore.cn/tutorials/zh-CN/master/beginner/train.html) || [保存与加载](https://www.mindspore.cn/tutorials/zh-CN/master/beginner/save_load.html) || **推理与部署**"
+    "[基本介绍](https://www.mindspore.cn/tutorials/zh-CN/master/beginner/introduction.html) || [快速入门](https://www.mindspore.cn/tutorials/zh-CN/master/beginner/quick_start.html) || [张量 Tensor](https://www.mindspore.cn/tutorials/zh-CN/master/beginner/tensor.html) || [数据集 Dataset](https://www.mindspore.cn/tutorials/zh-CN/master/beginner/dataset.html) || [数据变换 Transforms](https://www.mindspore.cn/tutorials/zh-CN/master/beginner/transforms.html) || [网络构建](https://www.mindspore.cn/tutorials/zh-CN/master/beginner/model.html) || [函数式自动微分](https://www.mindspore.cn/tutorials/zh-CN/master/beginner/autograd.html) || [模型训练](https://www.mindspore.cn/tutorials/zh-CN/master/beginner/train.html) || [保存与加载](https://www.mindspore.cn/tutorials/zh-CN/master/beginner/save_load.html) || **推理与部署**"
    ]
   },
   {
diff --git a/tutorials/source_zh_cn/beginner/introduction.ipynb b/tutorials/source_zh_cn/beginner/introduction.ipynb
index a6178d9600ad0ca32cf1e389c78d7e8aa2e4b299..60cfc6b1baad7933d23a916b68c335363b0c8cf2 100644
--- a/tutorials/source_zh_cn/beginner/introduction.ipynb
+++ b/tutorials/source_zh_cn/beginner/introduction.ipynb
@@ -7,7 +7,7 @@
    "source": [
     "[![查看源文件](https://mindspore-website.obs.cn-north-4.myhuaweicloud.com/website-images/master/resource/_static/logo_source.png)](https://gitee.com/mindspore/docs/blob/master/tutorials/source_zh_cn/beginner/introduction.ipynb)\n",
     "\n",
-    "**基本介绍** || [快速入门](https://www.mindspore.cn/tutorials/zh-CN/master/beginner/quick_start.html#) || [张量Tensor](https://www.mindspore.cn/tutorials/zh-CN/master/beginner/tensor.html) || [数据集Dataset](https://www.mindspore.cn/tutorials/zh-CN/master/beginner/dataset.html) || [数据变换Transforms](https://www.mindspore.cn/tutorials/zh-CN/master/beginner/transforms.html) || [网络构建](https://www.mindspore.cn/tutorials/zh-CN/master/beginner/model.html) || [函数式自动微分](https://www.mindspore.cn/tutorials/zh-CN/master/beginner/autograd.html) || [模型训练](https://www.mindspore.cn/tutorials/zh-CN/master/beginner/train.html) || [保存与加载](https://www.mindspore.cn/tutorials/zh-CN/master/beginner/save_load.html) || [推理与部署](https://www.mindspore.cn/tutorials/zh-CN/master/beginner/infer.html)"
+    "**基本介绍** || [快速入门](https://www.mindspore.cn/tutorials/zh-CN/master/beginner/quick_start.html#) || [张量 Tensor](https://www.mindspore.cn/tutorials/zh-CN/master/beginner/tensor.html) || [数据集 Dataset](https://www.mindspore.cn/tutorials/zh-CN/master/beginner/dataset.html) || [数据变换 Transforms](https://www.mindspore.cn/tutorials/zh-CN/master/beginner/transforms.html) || [网络构建](https://www.mindspore.cn/tutorials/zh-CN/master/beginner/model.html) || [函数式自动微分](https://www.mindspore.cn/tutorials/zh-CN/master/beginner/autograd.html) || [模型训练](https://www.mindspore.cn/tutorials/zh-CN/master/beginner/train.html) || [保存与加载](https://www.mindspore.cn/tutorials/zh-CN/master/beginner/save_load.html) || [推理与部署](https://www.mindspore.cn/tutorials/zh-CN/master/beginner/infer.html)"
    ]
   },
   {
diff --git a/tutorials/source_zh_cn/beginner/model.ipynb b/tutorials/source_zh_cn/beginner/model.ipynb
index 31f5ea3e3e54132eeceb88c637def76c86112f76..b806a4e2538d3a4366808d9027d3468d564707cc 100644
--- a/tutorials/source_zh_cn/beginner/model.ipynb
+++ b/tutorials/source_zh_cn/beginner/model.ipynb
@@ -6,7 +6,7 @@
    "source": [
     "[![下载Notebook](https://mindspore-website.obs.cn-north-4.myhuaweicloud.com/website-images/master/resource/_static/logo_notebook.png)](https://mindspore-website.obs.cn-north-4.myhuaweicloud.com/notebook/master/tutorials/zh_cn/beginner/mindspore_model.ipynb) [![下载样例代码](https://mindspore-website.obs.cn-north-4.myhuaweicloud.com/website-images/master/resource/_static/logo_download_code.png)](https://mindspore-website.obs.cn-north-4.myhuaweicloud.com/notebook/master/tutorials/zh_cn/beginner/mindspore_model.py) [![查看源文件](https://mindspore-website.obs.cn-north-4.myhuaweicloud.com/website-images/master/resource/_static/logo_source.png)](https://gitee.com/mindspore/docs/blob/master/tutorials/source_zh_cn/beginner/model.ipynb)\n",
     "\n",
-    "[基本介绍](https://www.mindspore.cn/tutorials/zh-CN/master/beginner/introduction.html) || [快速入门](https://www.mindspore.cn/tutorials/zh-CN/master/beginner/quick_start.html) || [张量Tensor](https://www.mindspore.cn/tutorials/zh-CN/master/beginner/tensor.html) || [数据集Dataset](https://www.mindspore.cn/tutorials/zh-CN/master/beginner/dataset.html) || [数据变换Transforms](https://www.mindspore.cn/tutorials/zh-CN/master/beginner/transforms.html) || **网络构建** || [函数式自动微分](https://www.mindspore.cn/tutorials/zh-CN/master/beginner/autograd.html) || [模型训练](https://www.mindspore.cn/tutorials/zh-CN/master/beginner/train.html) || [保存与加载](https://www.mindspore.cn/tutorials/zh-CN/master/beginner/save_load.html) || [推理与部署](https://www.mindspore.cn/tutorials/zh-CN/master/beginner/infer.html)"
+    "[基本介绍](https://www.mindspore.cn/tutorials/zh-CN/master/beginner/introduction.html) || [快速入门](https://www.mindspore.cn/tutorials/zh-CN/master/beginner/quick_start.html) || [张量 Tensor](https://www.mindspore.cn/tutorials/zh-CN/master/beginner/tensor.html) || [数据集 Dataset](https://www.mindspore.cn/tutorials/zh-CN/master/beginner/dataset.html) || [数据变换 Transforms](https://www.mindspore.cn/tutorials/zh-CN/master/beginner/transforms.html) || **网络构建** || [函数式自动微分](https://www.mindspore.cn/tutorials/zh-CN/master/beginner/autograd.html) || [模型训练](https://www.mindspore.cn/tutorials/zh-CN/master/beginner/train.html) || [保存与加载](https://www.mindspore.cn/tutorials/zh-CN/master/beginner/save_load.html) || [推理与部署](https://www.mindspore.cn/tutorials/zh-CN/master/beginner/infer.html)"
    ]
   },
   {
diff --git a/tutorials/source_zh_cn/beginner/quick_start.ipynb b/tutorials/source_zh_cn/beginner/quick_start.ipynb
index 6927c0263feff583649d65bf9237ec97eaacc792..0592a4c5217674d43617d1dd195736244be3f02e 100644
--- a/tutorials/source_zh_cn/beginner/quick_start.ipynb
+++ b/tutorials/source_zh_cn/beginner/quick_start.ipynb
@@ -6,7 +6,7 @@
    "source": [
     "[![下载Notebook](https://mindspore-website.obs.cn-north-4.myhuaweicloud.com/website-images/master/resource/_static/logo_notebook.png)](https://obs.dualstack.cn-north-4.myhuaweicloud.com/mindspore-website/notebook/master/tutorials/zh_cn/beginner/mindspore_quick_start.ipynb) [![下载样例代码](https://mindspore-website.obs.cn-north-4.myhuaweicloud.com/website-images/master/resource/_static/logo_download_code.png)](https://obs.dualstack.cn-north-4.myhuaweicloud.com/mindspore-website/notebook/master/tutorials/zh_cn/beginner/mindspore_quick_start.py) [![查看源文件](https://mindspore-website.obs.cn-north-4.myhuaweicloud.com/website-images/master/resource/_static/logo_source.png)](https://gitee.com/mindspore/docs/blob/master/tutorials/source_zh_cn/beginner/quick_start.ipynb)\n",
     "\n",
-    "[基本介绍](https://www.mindspore.cn/tutorials/zh-CN/master/beginner/introduction.html) || **快速入门** || [张量Tensor](https://www.mindspore.cn/tutorials/zh-CN/master/beginner/tensor.html) || [数据集Dataset](https://www.mindspore.cn/tutorials/zh-CN/master/beginner/dataset.html) || [数据变换Transforms](https://www.mindspore.cn/tutorials/zh-CN/master/beginner/transforms.html) || [网络构建](https://www.mindspore.cn/tutorials/zh-CN/master/beginner/model.html) || [函数式自动微分](https://www.mindspore.cn/tutorials/zh-CN/master/beginner/autograd.html) || [模型训练](https://www.mindspore.cn/tutorials/zh-CN/master/beginner/train.html) || [保存与加载](https://www.mindspore.cn/tutorials/zh-CN/master/beginner/save_load.html) || [推理与部署](https://www.mindspore.cn/tutorials/zh-CN/master/beginner/infer.html)"
+    "[基本介绍](https://www.mindspore.cn/tutorials/zh-CN/master/beginner/introduction.html) || **快速入门** || [张量 Tensor](https://www.mindspore.cn/tutorials/zh-CN/master/beginner/tensor.html) || [数据集 Dataset](https://www.mindspore.cn/tutorials/zh-CN/master/beginner/dataset.html) || [数据变换 Transforms](https://www.mindspore.cn/tutorials/zh-CN/master/beginner/transforms.html) || [网络构建](https://www.mindspore.cn/tutorials/zh-CN/master/beginner/model.html) || [函数式自动微分](https://www.mindspore.cn/tutorials/zh-CN/master/beginner/autograd.html) || [模型训练](https://www.mindspore.cn/tutorials/zh-CN/master/beginner/train.html) || [保存与加载](https://www.mindspore.cn/tutorials/zh-CN/master/beginner/save_load.html) || [推理与部署](https://www.mindspore.cn/tutorials/zh-CN/master/beginner/infer.html)"
    ]
   },
   {
diff --git a/tutorials/source_zh_cn/beginner/save_load.ipynb b/tutorials/source_zh_cn/beginner/save_load.ipynb
index a0320df008c05a930ad14792e9185f8d1f2d0506..351cbc5f3196a573c660b06eaf6a69bcac2476bf 100644
--- a/tutorials/source_zh_cn/beginner/save_load.ipynb
+++ b/tutorials/source_zh_cn/beginner/save_load.ipynb
@@ -8,7 +8,7 @@
     "[![下载样例代码](https://mindspore-website.obs.cn-north-4.myhuaweicloud.com/website-images/master/resource/_static/logo_download_code.png)](https://obs.dualstack.cn-north-4.myhuaweicloud.com/mindspore-website/notebook/master/tutorials/zh_cn/beginner/mindspore_save_load.py) \n",
     "[![查看源文件](https://mindspore-website.obs.cn-north-4.myhuaweicloud.com/website-images/master/resource/_static/logo_source.png)](https://gitee.com/mindspore/docs/blob/master/tutorials/source_zh_cn/beginner/save_load.ipynb)\n",
     "\n",
-    "[基本介绍](https://www.mindspore.cn/tutorials/zh-CN/master/beginner/introduction.html) || [快速入门](https://www.mindspore.cn/tutorials/zh-CN/master/beginner/quick_start.html) || [张量Tensor](https://www.mindspore.cn/tutorials/zh-CN/master/beginner/tensor.html) || [数据集Dataset](https://www.mindspore.cn/tutorials/zh-CN/master/beginner/dataset.html) || [数据变换Transforms](https://www.mindspore.cn/tutorials/zh-CN/master/beginner/transforms.html) || [网络构建](https://www.mindspore.cn/tutorials/zh-CN/master/beginner/model.html) || [函数式自动微分](https://www.mindspore.cn/tutorials/zh-CN/master/beginner/autograd.html) || [模型训练](https://www.mindspore.cn/tutorials/zh-CN/master/beginner/train.html) || **保存与加载** || [推理与部署](https://www.mindspore.cn/tutorials/zh-CN/master/beginner/infer.html)"
+    "[基本介绍](https://www.mindspore.cn/tutorials/zh-CN/master/beginner/introduction.html) || [快速入门](https://www.mindspore.cn/tutorials/zh-CN/master/beginner/quick_start.html) || [张量 Tensor](https://www.mindspore.cn/tutorials/zh-CN/master/beginner/tensor.html) || [数据集 Dataset](https://www.mindspore.cn/tutorials/zh-CN/master/beginner/dataset.html) || [数据变换 Transforms](https://www.mindspore.cn/tutorials/zh-CN/master/beginner/transforms.html) || [网络构建](https://www.mindspore.cn/tutorials/zh-CN/master/beginner/model.html) || [函数式自动微分](https://www.mindspore.cn/tutorials/zh-CN/master/beginner/autograd.html) || [模型训练](https://www.mindspore.cn/tutorials/zh-CN/master/beginner/train.html) || **保存与加载** || [推理与部署](https://www.mindspore.cn/tutorials/zh-CN/master/beginner/infer.html)"
    ]
   },
   {
diff --git a/tutorials/source_zh_cn/beginner/tensor.ipynb b/tutorials/source_zh_cn/beginner/tensor.ipynb
index 5e194b8faf352ff276e89a9d2544062d39ba1a2f..ab9b53b55702c01b528644a0a165b67a5b2248c5 100644
--- a/tutorials/source_zh_cn/beginner/tensor.ipynb
+++ b/tutorials/source_zh_cn/beginner/tensor.ipynb
@@ -7,7 +7,7 @@
     "[![下载Notebook](https://mindspore-website.obs.cn-north-4.myhuaweicloud.com/website-images/master/resource/_static/logo_notebook.png)](https://obs.dualstack.cn-north-4.myhuaweicloud.com/mindspore-website/notebook/master/tutorials/zh_cn/beginner/mindspore_tensor.ipynb) [![下载样例代码](https://mindspore-website.obs.cn-north-4.myhuaweicloud.com/website-images/master/resource/_static/logo_download_code.png)](https://obs.dualstack.cn-north-4.myhuaweicloud.com/mindspore-website/notebook/master/tutorials/zh_cn/beginner/mindspore_tensor.py)\n",
     " [![查看源文件](https://mindspore-website.obs.cn-north-4.myhuaweicloud.com/website-images/master/resource/_static/logo_source.png)](https://gitee.com/mindspore/docs/blob/master/tutorials/source_zh_cn/beginner/tensor.ipynb)\n",
     "\n",
-    "[基本介绍](https://www.mindspore.cn/tutorials/zh-CN/master/beginner/introduction.html) || [快速入门](https://www.mindspore.cn/tutorials/zh-CN/master/beginner/quick_start.html) || **张量Tensor** || [数据集Dataset](https://www.mindspore.cn/tutorials/zh-CN/master/beginner/dataset.html) || [数据变换Transforms](https://www.mindspore.cn/tutorials/zh-CN/master/beginner/transforms.html) || [网络构建](https://www.mindspore.cn/tutorials/zh-CN/master/beginner/model.html) || [函数式自动微分](https://www.mindspore.cn/tutorials/zh-CN/master/beginner/autograd.html) || [模型训练](https://www.mindspore.cn/tutorials/zh-CN/master/beginner/train.html) || [保存与加载](https://www.mindspore.cn/tutorials/zh-CN/master/beginner/save_load.html) || [推理与部署](https://www.mindspore.cn/tutorials/zh-CN/master/beginner/infer.html)"
+    "[基本介绍](https://www.mindspore.cn/tutorials/zh-CN/master/beginner/introduction.html) || [快速入门](https://www.mindspore.cn/tutorials/zh-CN/master/beginner/quick_start.html) || **张量 Tensor** || [数据集 Dataset](https://www.mindspore.cn/tutorials/zh-CN/master/beginner/dataset.html) || [数据变换 Transforms](https://www.mindspore.cn/tutorials/zh-CN/master/beginner/transforms.html) || [网络构建](https://www.mindspore.cn/tutorials/zh-CN/master/beginner/model.html) || [函数式自动微分](https://www.mindspore.cn/tutorials/zh-CN/master/beginner/autograd.html) || [模型训练](https://www.mindspore.cn/tutorials/zh-CN/master/beginner/train.html) || [保存与加载](https://www.mindspore.cn/tutorials/zh-CN/master/beginner/save_load.html) || [推理与部署](https://www.mindspore.cn/tutorials/zh-CN/master/beginner/infer.html)"
    ]
   },
   {
diff --git a/tutorials/source_zh_cn/beginner/train.ipynb b/tutorials/source_zh_cn/beginner/train.ipynb
index 51c11a7b5242433969b62068607904d54efed42e..63ed2842d2635d58083cd6dd2a5b25c4fd9d4636 100644
--- a/tutorials/source_zh_cn/beginner/train.ipynb
+++ b/tutorials/source_zh_cn/beginner/train.ipynb
@@ -6,7 +6,7 @@
    "source": [
     "[![下载Notebook](https://mindspore-website.obs.cn-north-4.myhuaweicloud.com/website-images/master/resource/_static/logo_notebook.png)](https://obs.dualstack.cn-north-4.myhuaweicloud.com/mindspore-website/notebook/master/tutorials/zh_cn/beginner/mindspore_train.ipynb) [![下载样例代码](https://mindspore-website.obs.cn-north-4.myhuaweicloud.com/website-images/master/resource/_static/logo_download_code.png)](https://obs.dualstack.cn-north-4.myhuaweicloud.com/mindspore-website/notebook/master/tutorials/zh_cn/beginner/mindspore_train.py) [![查看源文件](https://mindspore-website.obs.cn-north-4.myhuaweicloud.com/website-images/master/resource/_static/logo_source.png)](https://gitee.com/mindspore/docs/blob/master/tutorials/source_zh_cn/beginner/train.ipynb)\n",
     "\n",
-    "[基本介绍](https://www.mindspore.cn/tutorials/zh-CN/master/beginner/introduction.html) || [快速入门](https://www.mindspore.cn/tutorials/zh-CN/master/beginner/quick_start.html) || [张量Tensor](https://www.mindspore.cn/tutorials/zh-CN/master/beginner/tensor.html) || [数据集Dataset](https://www.mindspore.cn/tutorials/zh-CN/master/beginner/dataset.html) || [数据变换Transforms](https://www.mindspore.cn/tutorials/zh-CN/master/beginner/transforms.html) || [网络构建](https://www.mindspore.cn/tutorials/zh-CN/master/beginner/model.html) || [函数式自动微分](https://www.mindspore.cn/tutorials/zh-CN/master/beginner/autograd.html) || **模型训练** || [保存与加载](https://www.mindspore.cn/tutorials/zh-CN/master/beginner/save_load.html) || [推理与部署](https://www.mindspore.cn/tutorials/zh-CN/master/beginner/infer.html)"
+    "[基本介绍](https://www.mindspore.cn/tutorials/zh-CN/master/beginner/introduction.html) || [快速入门](https://www.mindspore.cn/tutorials/zh-CN/master/beginner/quick_start.html) || [张量 Tensor](https://www.mindspore.cn/tutorials/zh-CN/master/beginner/tensor.html) || [数据集 Dataset](https://www.mindspore.cn/tutorials/zh-CN/master/beginner/dataset.html) || [数据变换 Transforms](https://www.mindspore.cn/tutorials/zh-CN/master/beginner/transforms.html) || [网络构建](https://www.mindspore.cn/tutorials/zh-CN/master/beginner/model.html) || [函数式自动微分](https://www.mindspore.cn/tutorials/zh-CN/master/beginner/autograd.html) || **模型训练** || [保存与加载](https://www.mindspore.cn/tutorials/zh-CN/master/beginner/save_load.html) || [推理与部署](https://www.mindspore.cn/tutorials/zh-CN/master/beginner/infer.html)"
    ]
   },
   {
diff --git a/tutorials/source_zh_cn/beginner/transforms.ipynb b/tutorials/source_zh_cn/beginner/transforms.ipynb
index be7cef917c04dde96b4f1b888b4ed707fc867001..430e28f2a507e3c57c7a876df0b0cf55e698a530 100644
--- a/tutorials/source_zh_cn/beginner/transforms.ipynb
+++ b/tutorials/source_zh_cn/beginner/transforms.ipynb
@@ -7,7 +7,7 @@
    "source": [
     "[![下载Notebook](https://mindspore-website.obs.cn-north-4.myhuaweicloud.com/website-images/master/resource/_static/logo_notebook.png)](https://mindspore-website.obs.cn-north-4.myhuaweicloud.com/notebook/master/tutorials/zh_cn/beginner/mindspore_transforms.ipynb) [![下载样例代码](https://mindspore-website.obs.cn-north-4.myhuaweicloud.com/website-images/master/resource/_static/logo_download_code.png)](https://mindspore-website.obs.cn-north-4.myhuaweicloud.com/notebook/master/tutorials/zh_cn/beginner/mindspore_transforms.py) [![查看源文件](https://mindspore-website.obs.cn-north-4.myhuaweicloud.com/website-images/master/resource/_static/logo_source.png)](https://gitee.com/mindspore/docs/blob/master/tutorials/source_zh_cn/beginner/transforms.ipynb)\n",
     "\n",
-    "[基本介绍](https://www.mindspore.cn/tutorials/zh-CN/master/beginner/introduction.html) || [快速入门](https://www.mindspore.cn/tutorials/zh-CN/master/beginner/quick_start.html) || [张量Tensor](https://www.mindspore.cn/tutorials/zh-CN/master/beginner/tensor.html) || [数据集Dataset](https://www.mindspore.cn/tutorials/zh-CN/master/beginner/dataset.html) || **数据变换Transforms** || [网络构建](https://www.mindspore.cn/tutorials/zh-CN/master/beginner/model.html) || [函数式自动微分](https://www.mindspore.cn/tutorials/zh-CN/master/beginner/autograd.html) || [模型训练](https://www.mindspore.cn/tutorials/zh-CN/master/beginner/train.html) || [保存与加载](https://www.mindspore.cn/tutorials/zh-CN/master/beginner/save_load.html) || [推理与部署](https://www.mindspore.cn/tutorials/zh-CN/master/beginner/infer.html)"
+    "[基本介绍](https://www.mindspore.cn/tutorials/zh-CN/master/beginner/introduction.html) || [快速入门](https://www.mindspore.cn/tutorials/zh-CN/master/beginner/quick_start.html) || [张量 Tensor](https://www.mindspore.cn/tutorials/zh-CN/master/beginner/tensor.html) || [数据集 Dataset](https://www.mindspore.cn/tutorials/zh-CN/master/beginner/dataset.html) || **数据变换 Transforms** || [网络构建](https://www.mindspore.cn/tutorials/zh-CN/master/beginner/model.html) || [函数式自动微分](https://www.mindspore.cn/tutorials/zh-CN/master/beginner/autograd.html) || [模型训练](https://www.mindspore.cn/tutorials/zh-CN/master/beginner/train.html) || [保存与加载](https://www.mindspore.cn/tutorials/zh-CN/master/beginner/save_load.html) || [推理与部署](https://www.mindspore.cn/tutorials/zh-CN/master/beginner/infer.html)"
    ]
   },
   {
@@ -15,7 +15,7 @@
    "id": "ca3f817f-57c1-42df-9529-3e390d067cf1",
    "metadata": {},
    "source": [
-    "# 数据变换Transforms\n",
+    "# 数据变换 Transforms\n",
     "\n",
     "通常情况下，直接加载的原始数据并不能直接送入神经网络进行训练，此时我们需要对其进行数据预处理。MindSpore提供不同种类的数据变换（Transforms），配合数据处理Pipeline来实现数据预处理。所有的Transforms均可通过`map`方法传入，实现对指定数据列的处理。\n",
     "\n",