diff --git a/docs/configs/clearml_conf.md b/docs/configs/clearml_conf.md
index debe06bf..0000eaac 100644
--- a/docs/configs/clearml_conf.md
+++ b/docs/configs/clearml_conf.md
@@ -1212,7 +1212,11 @@ will not exceed the value of `matplotlib_untitled_history_size`
 ---
         
 **`sdk.metrics.tensorboard_single_series_per_graph`** (*bool*)
-        
+    
+:::note
+This configuration is deprecated. This plot behavior is now controlled via the UI
+:::
+
 * Indicates whether plots appear using TensorBoard behavior where each series is plotted in its own graph (plot-per-graph).
  
     The values are:
diff --git a/docs/guides/reporting/manual_matplotlib_reporting.md b/docs/guides/reporting/manual_matplotlib_reporting.md
index 1b1b0546..03a3ed91 100644
--- a/docs/guides/reporting/manual_matplotlib_reporting.md
+++ b/docs/guides/reporting/manual_matplotlib_reporting.md
@@ -7,8 +7,8 @@ example demonstrates using ClearML to log plots and images generated by Matplotl
 
 ## Plots
 
-The Matplotlib and Seaborn plots that are reported using the [Logger.report_matplotlib_figure](../../references/sdk/logger.md#report_matplotlib_figure)
-method appear in the experiment's **PLOTS**.
+The Matplotlib and Seaborn plots reported using [`Logger.report_matplotlib_figure()`](../../references/sdk/logger.md#report_matplotlib_figure)
+appear in the experiment's **PLOTS**.
 
 ![Experiment Matplotlib plots](../../img/manual_matplotlib_reporting_01.png)
 
@@ -16,7 +16,7 @@ method appear in the experiment's **PLOTS**.
 
 ## Debug Samples
 
-Matplotlib figures can be logged as images by using the [Logger.report_matplotlib_figure](../../references/sdk/logger.md#report_matplotlib_figure) 
-method, and passing `report_image=True`. The images are stored in the experiment's **DEBUG SAMPLES**.
+Matplotlib figures can be logged as images by using [`Logger.report_matplotlib_figure()`](../../references/sdk/logger.md#report_matplotlib_figure), 
+and passing `report_image=True`. The images are displayed in the experiment's **DEBUG SAMPLES**.
 
 ![Experiment debug sample](../../img/manual_matplotlib_reporting_03.png)
\ No newline at end of file
diff --git a/docs/integrations/pytorch.md b/docs/integrations/pytorch.md
index 24c69962..396be7d0 100644
--- a/docs/integrations/pytorch.md
+++ b/docs/integrations/pytorch.md
@@ -86,7 +86,7 @@ Take a look at ClearML's PyTorch examples. The examples use PyTorch and ClearML
 additional tools, like argparse, TensorBoard, and matplotlib:  
 
 * [PyTorch MNIST](../guides/frameworks/pytorch/pytorch_mnist.md) - Demonstrates ClearML automatically logging models created with PyTorch, and `argparse` command line parameters
-* [PyTorch with Matplotlib](../guides/frameworks/pytorch/pytorch_matplotlib.md) - Demonstrates ClearML's automatic logging PyTorch models and matplotlib images. The images are stored in the resulting ClearML experiment's **Debug Samples**
+* [PyTorch with Matplotlib](../guides/frameworks/pytorch/pytorch_matplotlib.md) - Demonstrates ClearML's automatic logging PyTorch models and matplotlib images. The images are presented in the resulting ClearML experiment's **Debug Samples**
 * [PyTorch with TensorBoard](../guides/frameworks/pytorch/pytorch_tensorboard.md) - Demonstrates ClearML automatically logging PyTorch models, and scalars, debug samples, and text logged using TensorBoard's `SummaryWriter`
 * [PyTorch TensorBoard Toy](../guides/frameworks/pytorch/tensorboard_toy_pytorch.md) - Demonstrates ClearML automatically logging debug samples logged using TensorBoard's `SummaryWriter`
 * [PyTorch TensorBoardX](../guides/frameworks/pytorch/pytorch_tensorboardx.md) - Demonstrates ClearML automatically logging PyTorch models, and scalars, debug samples, and text logged using TensorBoardX's `SummaryWriter`