Fixed some Markdown formatting and moved the Buzz README to the correct location.

examples/buzz/README.md

@@ -1,4 +1,4 @@
-# Buzz Ruby Sample #
+# Buzz Ruby Sample
 This is a simple starter project written in Ruby which provides a minimal
 example of Buzz integration within a Sinatra web application.
 
@@ -6,7 +6,7 @@ Once you've run the starter project and played with the features it provides,
 this starter project provides a great place to start your experimentation into
 the API.
 
-## Prerequisites ##
+## Prerequisites
 Please make sure that all of these are installed before you try to run the
 sample.
 
@@ -20,7 +20,7 @@ sample.
 -- dm-sqlite-adapter
 -- google-api-ruby-client
 
-## Setup Authentication ##
+## Setup Authentication
 
 This API uses OAuth 2.0. Learn more about Google APIs and OAuth 2.0 here:
 http://code.google.com/apis/accounts/docs/OAuth2.html
@@ -32,27 +32,27 @@ Or, if you'd like to dive right in, follow these steps.
  - Click the button labeled "Create an OAuth2 client ID"
  - Give your application a name and click "Next"
  - Select "Web Application" as the "Application type"
- - Under "Your Site or Hostname" select http:// as the protocol and enter
+ - Under "Your Site or Hostname" select "http://" as the protocol and enter
    "localhost" for the domain name
  - click "Create client ID"
 
 Edit the buzz.rb file and enter the values for the following properties that 
 you retrieved from the API Console:
 
- - oauth_client_id
- - oauth_client_secret
+ - `oauth_client_id`
+ - `oauth_client_secret`
 
 Or, include them in the command line as the first two arguments.
 
-## Running the Sample ##
+## Running the Sample
 
 I'm assuming you've checked out the code and are reading this from a local
 directory. If not check out the code to a local directory.
 
 1. Start up the embedded Sinatra web server
 
-  $ ruby buzz.rb
+    $ ruby buzz.rb
 
-2. Open your web browser and see your activities! Go to http://localhost:4567/
+2. Open your web browser and see your activities! Go to `http://localhost:4567/`
 
 3. Be inspired and start hacking an amazing new web app!

examples/prediction/README.md

@@ -15,7 +15,8 @@ formatted data into Google Storage.
 1 - You must first create the bucket you want to use. This can be done 
 with the gsutil function or via the web UI (Storage Access) in the Google 
 APIs Console. i.e. 
-`$ gsutil mb gs://BUCKET`
+
+    $ gsutil mb gs://BUCKET
 
 OR
 
@@ -25,12 +26,13 @@ and create your bucket there.
 2 - We now load the data you want to use to Google Storage. We have supplied a
 basic language identification dataset in the sample for testing.
 
-`$ chmod 744 setup.sh`
-`$ ./setup.sh BUCKET/OBJECT`
+    $ chmod 744 setup.sh
+    $ ./setup.sh BUCKET/OBJECT
 Note you need gsutil in your path for this to work.
 
 If you have your own dataset, you can do this manually as well.
-`$ gsutil cp your_dataset.csv gs://BUCKET/your_dataset.csv`
+
+    $ gsutil cp your_dataset.csv gs://BUCKET/your_dataset.csv
 
 
 In the script, you must then modify the datafile string. This must correspond with the
@@ -51,8 +53,8 @@ API. You can also set it up so the user can grant access.
 
 First, run the google-api script to generate access and refresh tokens. Ex.
 
-`$ cd google-api-ruby-client`
-`$ ruby bin/google-api oauth-2-login --scope=https://www.googleapis.com/auth/prediction --client-id=NUMBER.apps.googleusercontent.com --client-secret=CLIENT_SECRET`
+    $ cd google-api-ruby-client
+    $ ruby bin/google-api oauth-2-login --scope=https://www.googleapis.com/auth/prediction --client-id=NUMBER.apps.googleusercontent.com --client-secret=CLIENT_SECRET
 
 Fill in your client-id and client-secret from the API Access page. You will
 probably have to set a redirect URI in your client ID
@@ -81,7 +83,8 @@ At this, point, you should have
    loading the generated .yaml file
  
 We can now run the service! 
-`$ ruby prediction.rb`
+
+    $ ruby prediction.rb
 
 This should start a service on `http://localhost:4567`. When you hit the service,
 your ruby logs should show the Prediction API calls, and print the prediction
@@ -91,4 +94,3 @@ This sample currently does not cover some newer features of Prediction API such
 as streaming training, hosted models or class weights. If there are any
 questions or suggestions to improve the script please email us at
 prediction-api-discuss@googlegroups.com.
-