edit pytorch lightning example

docs/guides/frameworks/pytorch_lightning/pytorch_lightning_example.md

@@ -7,18 +7,21 @@ script demonstrates the integration of ClearML into code that uses PyTorch Light
 
 The example script does the following:
 * Trains a simple deep neural network on the PyTorch built-in MNIST dataset
-* Specifies Argparse configurations which are automatically captured by ClearML
+* Defines Argparse command line options, which are automatically captured by ClearML
 * Creates an experiment named `pytorch lightning mnist example`, which is associated with the `examples` project.
 
 ## Scalars
 
+The test loss and validation loss metric scalar plots appear in the experiment's page in the ClearML web UI under **RESULTS > SCALARS**. 
+Resource utilization plots, which are titled **:monitor: machine**, also appear in the **SCALARS** tab.
+
 ![PyTorch Lightning console](../../../img/examples_pytorch_lightning_scalars.png)
 
 
 ## Hyperparameters
 
-Lightning returns logs after 
-ClearML automatically logs command line options defined with argparse. They appear in CONFIGURATIONS > HYPER PARAMETERS > Args.
+ClearML automatically logs command line options defined with argparse and TensorFlow Definitions, which appear in 
+**CONFIGURATIONS > HYPER PARAMETERS > Args** and **TF_DEFINE** respectively. 
 
 ![PyTorch Lightning parameters](../../../img/examples_pytorch_lightning_params.png)
 

sidebars.js

@@ -75,6 +75,7 @@ module.exports = {
                         'guides/frameworks/pytorch/tensorboard_toy_pytorch']
                 },
                 {'Pytorch Ignite': ['guides/frameworks/pytorch ignite/integration_pytorch_ignite']},
+                {'Pytorch Lightning': ['guides/frameworks/pytorch_lightning/pytorch_lightning_example']},
                 {
                     'Pytorch Notebooks': [
                         {'Audio': ['guides/frameworks/pytorch/notebooks/audio/audio_classification_UrbanSound8K', 'guides/frameworks/pytorch/notebooks/audio/audio_preprocessing_example']},