Update README.md

README.md

@@ -10,7 +10,7 @@ Finally, both industry and academia will be able to enjoy the assurance of accur
 
 ## Developer quick-start
 
-To begin development on the validation hub, a new developer would need to install the Docker client on their system. If you installed docker only for the command line tools, then you will need to also make sure to install ```docker-compose``` and to update both to the latest versions. You will need to generate a secret key for Django before you proceed. From the repository root, run the following:
+To begin development on the validation hub, download and install the [Docker client](https://www.docker.com). Alternatively, if you installed docker only for the command line tools, then you will need to also make sure to install ```docker-compose``` and to update both to the latest versions. You will need to generate a secret key for Django before you proceed. From the repository root, run the following:
 
 ~~~
 cp .env.example .env
@@ -110,4 +110,4 @@ In this example, we will get two columns: "MAE" and "FOO!"
 
 This setup enables us to have multiple different analytical tasks, with customizable names and display metrics.
 
-We can store as many different result fields as we want into Result, and can add or remove the display keys from the Analysis to show which one's we want.
+We can store as many different result fields as we want into Result, and can add or remove the display keys from the Analysis to show which one's we want.