Update README.md

README.md

@@ -18,7 +18,7 @@
 
 <h2 align="center">Motivation</h2>
 
-We consider deploying deep learning inference service online to be a user-facing application in the future. **The goal of this project**: When you have trained a deep neural net with [Paddle](https://github.com/PaddlePaddle/Paddle), you are also capable to deploy the model online easily. A demo of serving is as follows:
+We consider deploying deep learning inference service online to be a user-facing application in the future. **The goal of this project**: When you have trained a deep neural net with [Paddle](https://github.com/PaddlePaddle/Paddle), you are also capable to deploy the model online easily. A demo of Paddle Serving is as follows:
 <p align="center">
     <img src="doc/demo.gif" width="700">
 </p>
@@ -53,7 +53,7 @@ Paddle Serving provides HTTP and RPC based service for users to access
 
 ### HTTP service
 
-Paddle Serving provides a built-in python module called `paddle_serving_server.serve` that can start a rpc service or a http service with one-line command. If we specify the argument `--name uci`, it means that we will have a HTTP service with a url of `$IP:$PORT/uci/prediction`
+Paddle Serving provides a built-in python module called `paddle_serving_server.serve` that can start a RPC service or a http service with one-line command. If we specify the argument `--name uci`, it means that we will have a HTTP service with a url of `$IP:$PORT/uci/prediction`
 ``` shell
 python -m paddle_serving_server.serve --model uci_housing_model --thread 10 --port 9292 --name uci
 ```
@@ -75,7 +75,7 @@ curl -H "Content-Type:application/json" -X POST -d '{"x": [0.0137, -0.1136, 0.25
 
 ### RPC service
 
-A user can also start a rpc service with `paddle_serving_server.serve`. RPC service is usually faster than HTTP service, although a user needs to do some coding based on Paddle Serving's python client API. Note that we do not specify `--name` here. 
+A user can also start a RPC service with `paddle_serving_server.serve`. RPC service is usually faster than HTTP service, although a user needs to do some coding based on Paddle Serving's python client API. Note that we do not specify `--name` here. 
 ``` shell
 python -m paddle_serving_server.serve --model uci_housing_model --thread 10 --port 9292
 ```
@@ -162,26 +162,26 @@ curl -H "Content-Type:application/json" -X POST -d '{"url": "https://paddle-serv
 
 ### New to Paddle Serving
 - [How to save a servable model?](doc/SAVE.md)
-- [An end-to-end tutorial from training to serving(Chinese)](doc/TRAIN_TO_SERVICE.md)
-- [Write Bert-as-Service in 10 minutes(Chinese)](doc/BERT_10_MINS.md)
+- [End-to-end process from training to deployment](doc/TRAIN_TO_SERVICE.md)
+- [Write Bert-as-Service in 10 minutes](doc/BERT_10_MINS.md)
 
 ### Developers
 - [How to config Serving native operators on server side?](doc/SERVER_DAG.md)
 - [How to develop a new Serving operator](doc/NEW_OPERATOR.md)
 - [Golang client](doc/IMDB_GO_CLIENT.md)
-- [Compile from source code(Chinese)](doc/COMPILE.md)
+- [Compile from source code](doc/COMPILE.md)
 
 ### About Efficiency
-- [How profile serving efficiency?(Chinese)](https://github.com/PaddlePaddle/Serving/tree/develop/python/examples/util)
-- [Benchmarks](doc/BENCHMARK.md)
+- [How to profile Paddle Serving efficiency?(Chinese)](https://github.com/PaddlePaddle/Serving/tree/develop/python/examples/util)
+- [CPU Benchmarks(Chinese)](doc/BENCHMARKING.md)
+- [GPU Benchmarks(Chinese)](doc/GPU_BENCHMARKING.md)
 
 ### FAQ
 - [FAQ(Chinese)](doc/FAQ.md)
 
 
 ### Design
-- [Design Doc(Chinese)](doc/DESIGN_DOC.md)
-- [Design Doc(English)](doc/DESIGN_DOC_EN.md)
+- [Design Doc](doc/DESIGN_DOC.md)
 
 <h2 align="center">Community</h2>