diff --git a/README.md b/README.md
index 1662d85b..89efebca 100644
--- a/README.md
+++ b/README.md
@@ -101,7 +101,7 @@ TRAINS is composed of the following:
 
 * [TRAINS-server](https://github.com/allegroai/trains-server)
 * [Web-App](https://github.com/allegroai/trains-web) (web user interface)
-* Python SDK (auto-magically connects your code, see [Using TRAINS](#using-trains-example))
+* Python SDK (auto-magically connects your code, see [Using TRAINS](#using-trains))
 
 The following diagram illustrates the interaction of the [trains-server](https://github.com/allegroai/trains-server)
 and a GPU training machine using TRAINS
@@ -122,8 +122,9 @@ and a GPU training machine using TRAINS
 
 	    trains-init
 
-After installing and configuring, you can access your configuration file at `~/trains.conf`.
-View a sample configuration file [here](https://github.com/allegroai/trains/blob/master/docs/trains.conf).
+After installing and configuring, you can access your configuration file at `~/trains.conf`
+
+Sample configuration file available [here](https://github.com/allegroai/trains/blob/master/docs/trains.conf).
 
 ## Using TRAINS
 
@@ -143,9 +144,10 @@ TRAINS Results page:
 https://demoapp.trainsai.io/projects/76e5e2d45e914f52880621fe64601e85/experiments/241f06ae0f5c4b27b8ce8b64890ce152/output/log
 ```
 
+*For more examples and use cases*, see [examples](https://github.com/allegroai/trains/blob/master/docs/trains_examples.md).
+
 ![Alt Text](https://github.com/allegroai/trains/blob/master/docs/results_screenshots.gif?raw=true)
 
-For more examples and use cases, see [examples](https://github.com/allegroai/trains/blob/master/docs/trains_examples.md).
 
 ## Who Supports TRAINS?
 
diff --git a/docs/trains_examples.md b/docs/trains_examples.md
index ce34ff64..c500c6d7 100644
--- a/docs/trains_examples.md
+++ b/docs/trains_examples.md
@@ -7,6 +7,10 @@ You can run these examples and view their results on the TRAINS Web-App.
 
 The examples are described below, including a link for the source code
 and expected results for each run. 
+* For each example, only two lines of TRAINS integration code, were added
+
+        from trains import Task
+        task = Task.init(project_name=”examples”, task_name=”description”)
 
 ## Viewing experiment results