diff --git a/docs/guides/frameworks/pytorch_lightning/pytorch_lightning_example.md b/docs/guides/frameworks/pytorch_lightning/pytorch_lightning_example.md
index 1584f086..6391b0cd 100644
--- a/docs/guides/frameworks/pytorch_lightning/pytorch_lightning_example.md
+++ b/docs/guides/frameworks/pytorch_lightning/pytorch_lightning_example.md
@@ -1,8 +1,5 @@
 ---
 title: Pytorch Lightning
-
----
-title: LightGBM
 ---
 
 The [pytorch-lightning](https://github.com/allegroai/clearml/blob/master/examples/frameworks/pytorch-lightning/pytorch_lightning_example.py) 
@@ -15,21 +12,25 @@ The example script does the following:
 
 ## Scalars
 
+![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.
 
+![PyTorch Lightning parameters](../../../img/examples_pytorch_lightning_params.png)
 
 ## Artifacts
 
 Model artifacts associated with the experiment appear in the info panel of the **EXPERIMENTS** tab and in the info panel of the **MODELS** tab.
 
+![PyTorch Lightning model](../../../img/examples_pytorch_lightning_model.png)
 
 ## Console
 
 All other console output appears in **RESULTS > CONSOLE**.
 
-
+![PyTorch Lightning console](../../../img/examples_pytorch_lightning_console.png)
 
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