diff --git a/README.en.md b/README.en.md
index ad5b19abf35928a5e0d587d3e2b75558ba24cc1c..a7bd3b9dbf3f50cf58069232699e85dbf7856dd8 100644
--- a/README.en.md
+++ b/README.en.md
@@ -29,6 +29,33 @@ If you are living in somewhere slow to access DockerHub.com, you might try our m
 docker run -d -p 8888:8888 docker.paddlepaddle.org/book
 ```
 
+### Training with GPU
+
+By default we are using CPU for training, if you want to train with GPU, the steps are a little different.
+
+To make sure GPU can be successfully used from inside container, please install [nvidia-docker](https://github.com/NVIDIA/nvidia-docker). Then run:
+
+```bash
+nvidia-docker run -d -p 8888:8888 paddlepaddle/book:0.10.0rc2-gpu
+```
+
+Or you can use the image registry mirror in China:
+
+```bash
+nvidia-docker run -d -p 8888:8888 docker.paddlepaddle.org/book:0.10.0rc2-gpu
+```
+
+Change the code in the chapter that you are reading from
+```python
+paddle.init(use_gpu=False, trainer_count=1)
+```
+
+to:
+```python
+paddle.init(use_gpu=True, trainer_count=1)
+```
+
+
 ## Contribute
 
 Your contribution is welcome!  Please feel free to file Pull Requests to add your chapter as a directory under `/pending`. Once it is going stable, the community would like to move it to `/`.
diff --git a/README.md b/README.md
index 94b98c6287b44c5c42b889fed5e3d45aa7372e7a..99cce7c0f373b5fa4a6a35d4041687a7a8606ab5 100644
--- a/README.md
+++ b/README.md
@@ -34,6 +34,31 @@ docker run -d -p 8888:8888 paddlepaddle/book
 docker run -d -p 8888:8888 docker.paddlepaddle.org/book
 ```
 
+### 使用GPU训练
+
+本书默认使用CPU训练，若是要使用GPU训练，使用步骤会稍有变化。为了保证GPU驱动能够在镜像里面正常运行，我们推荐使用[nvidia-docker](https://github.com/NVIDIA/nvidia-docker)来运行镜像。请先安装nvidia-docker，之后请运行：
+
+```bash
+nvidia-docker run -d -p 8888:8888 paddlepaddle/book:0.10.0rc2-gpu
+```
+
+或者使用国内的镜像请运行：
+
+```bash
+nvidia-docker run -d -p 8888:8888 docker.paddlepaddle.org/book:0.10.0rc2-gpu
+```
+
+还需要将以下代码
+```python
+paddle.init(use_gpu=False, trainer_count=1)
+```
+
+改成：
+```python
+paddle.init(use_gpu=True, trainer_count=1)
+```
+
+
 ## 贡献内容
 
 您要是能贡献新的章节那就太好了！请发Pull Requests把您写的章节加入到`/pending`下面的一个子目录里。当这一章稳定下来，我们一起把您的目录挪到根目录。