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 - [Release Notes](#release-notes)
 - [License](#license)
 
+[查看中文](./README_CN.md)
+
 ## What is MindArmour
 
-A tool box for MindSpore users to enhance model security and trustworthiness.
+A tool box for MindSpore users to enhance model security and trustworthiness and protect privacy data.
 
-MindArmour is designed for adversarial examples, including four submodule: adversarial examples generation, adversarial example detection, model defense and evaluation. The architecture is shown as follow：
+MindArmour model security module is designed for adversarial examples, including four submodule: adversarial examples generation, adversarial examples detection, model defense and evaluation. The architecture is shown as follow：
 
 ![mindarmour_architecture](docs/mindarmour_architecture.png)
 
+MindArmour differential privacy module Differential-Privacy implements the differential privacy optimizer. Currently, SGD, Momentum and Adam are supported. They are differential privacy optimizers based on the Gaussian mechanism. 
+This mechanism supports both non-adaptive and adaptive policy. Rényi differential privacy (RDP) and Zero-Concentrated differential privacy（ZDP） are provided to monitor differential privacy budgets. The architecture is shown as follow：
+
+![dp_architecture](docs/differential_privacy_architecture_en.png)
+
 ## Setting up MindArmour
 
 ### Dependencies
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+# MindArmour
+
+- [简介](#简介)
+- [开始](#开始)
+- [文档](#文档)
+- [社区](#社区)
+- [贡献](#贡献)
+- [版本](#版本)
+- [版权](#版权)
+
+[View English](./README.md)
+
+## 简介
+
+MindArmour可用于增强模型的安全可信、保护用户的数据隐私。
+
+模型安全主要针对对抗样本，包含了4个子模块：对抗样本的生成、对抗样本的检测、模型防御、攻防评估。对抗样本的架构图如下：
+
+![mindarmour_architecture](docs/mindarmour_architecture_cn.png)
+
+隐私保护支持差分隐私，包括动态或者非动态的差分隐私SGD、Momentum、Adam优化器，噪声机制支持高斯分布噪声、拉普拉斯分布噪声，差分隐私预算监测包含ZDP、RDP。差分隐私的架构图如下：
+
+![dp_architecture](docs/differential_privacy_architecture_cn.png)
+
+
+## 开始
+
+### 环境依赖
+
+MindArmour使用MindSpore加速计算，因此请先安装MindSpore，其余依赖包含在`setup.py`里。
+
+### 安装
+
+#### 源码安装
+
+1. 从Gitee下载源码。
+
+```bash
+git clone https://gitee.com/mindspore/mindarmour.git
+```
+
+2. 编译安装MindArmour。
+
+```bash
+$ cd mindarmour
+$ python setup.py install
+```
+
+#### `Pip`安装 
+
+1. 从[MindSpore官网](https://www.mindspore.cn/versions/en)下载whl格式的安装包，然后执行如下命令：
+
+```
+pip install mindarmour-{version}-cp37-cp37m-linux_{arch}.whl
+```
+
+2. 执行如下命令，如果没有报错`No module named 'mindarmour'`，则说明安装成功。
+
+```bash
+python -c 'import mindarmour'
+```
+
+## 文档
+
+安装指导、使用教程、API，请参考[用户文档](https://gitee.com/mindspore/docs)。
+
+## 社区
+
+社区问答：[MindSpore Slack](https://join.slack.com/t/mindspore/shared_invite/enQtOTcwMTIxMDI3NjM0LTNkMWM2MzI5NjIyZWU5ZWQ5M2EwMTQ5MWNiYzMxOGM4OWFhZjI4M2E5OGI2YTg3ODU1ODE2Njg1MThiNWI3YmQ)。
+## 贡献
+
+欢迎参与社区贡献，详情参考[Contributor Wiki](https://gitee.com/mindspore/mindspore/blob/master/CONTRIBUTING.md)。
+
+## 版本
+
+版本信息参考：[RELEASE](RELEASE.md)。
+
+## 版权
+
+[Apache License 2.0](LICENSE)
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