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							| @ -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). | ||||
| 
 | ||||
|  | ||||
| 
 | ||||
| For more examples and use cases, see [examples](https://github.com/allegroai/trains/blob/master/docs/trains_examples.md). | ||||
| 
 | ||||
| ## Who Supports TRAINS? | ||||
| 
 | ||||
|  | ||||
| @ -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 | ||||
| 
 | ||||
|  | ||||
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