fix simple typo

README.md

@@ -22,7 +22,7 @@ to specify the input language (but tokenization is language specific).
 According to our experience, the sentence encoder also supports code-switching, i.e.
 the same sentences can contain words in several different languages.
 
-We have also some evidence that the encoder can generalizes to other
+We have also some evidence that the encoder can generalize to other
 languages which have not been seen during training, but which are in
 a language family which is covered by other languages.
 

docker/README.md

@@ -1,13 +1,13 @@
 ## Docker
 
-An image docker has been created to help you with the settings of an environment here are the step to follow :
+A docker image has been created to help you with the settings of an environment. Here are the steps to follow:
 
-* Open a command prompt on the root of your LASER project
+* Open a command prompt in the root of your LASER project
 * Execute the command `docker build --tag=laser docker`
 * Once the image is built run `docker run -it laser`
 
 A REST server on top of the embed task is under developement,
-to run it you'll have to expose a local port [CHANGEME_LOCAL_PORT] by executing the next line instead of the last command. It'll overinde the command line entrypoint of your docker container.
+to run it you'll have to expose a local port [CHANGEME_LOCAL_PORT] by executing the next line instead of the last command. It'll override the command line entrypoint of your docker container.
 
 * `docker run -p [CHANGEME_LOCAL_PORT]:80 -it laser python app.py`
 
@@ -24,4 +24,4 @@ url = "http://127.0.0.1:[CHANGEME_LOCAL_PORT]/vectorize"
 params = {"q": "Hey, how are you?\nI'm OK and you?", "lang": "en"}
 resp = requests.get(url=url, params=params).json()
 print(resp["embedding"])
-```
+```