diff --git a/docs/clearml_sdk/task_sdk.md b/docs/clearml_sdk/task_sdk.md
index 096ee30a..fc99632d 100644
--- a/docs/clearml_sdk/task_sdk.md
+++ b/docs/clearml_sdk/task_sdk.md
@@ -871,7 +871,7 @@ task.connect(params_dictionary)
 ### Configuration Objects
 
 To log configuration more elaborate than a key-value dictionary (such as nested dictionaries or configuration files), 
-use the [`Task.connect_configuration`](../references/sdk/task.md#connect_configuration) method. 
+use [`Task.connect_configuration()`](../references/sdk/task.md#connect_configuration). 
 This method saves configuration objects as blobs (i.e. ClearML is not aware of their internal structure).
 
 ```python
@@ -895,14 +895,14 @@ config_file_yaml = task.connect_configuration(
 A task's user properties do not impact task execution, so you can add / modify the properties at any stage. Add user 
 properties to a task with the [`Task.set_user_properties`](../references/sdk/task.md#set_user_properties) method.
 
+For example, the code below sets the "backbone" property in a task:
+
 ```python
 task.set_user_properties(
   {"name": "backbone", "description": "network type", "value": "great"}
 )
 ```
 
-The above example sets the "backbone" property in a task.
-
 ![Task user properties](../img/fundamentals_task_config_properties.png)
 
 ## Scalars
diff --git a/docs/clearml_serving/clearml_serving.md b/docs/clearml_serving/clearml_serving.md
index 864ca64e..3ea61646 100644
--- a/docs/clearml_serving/clearml_serving.md
+++ b/docs/clearml_serving/clearml_serving.md
@@ -28,7 +28,7 @@ solution.
     * Support for CPU and GPU nodes
     * Auto-batching for DL models
 * [Automatic deployment](clearml_serving_tutorial.md#automatic-model-deployment)
-    * Automatic model upgrades w/ canary support
+    * Automatic model upgrades with canary support
     * Programmable API for model deployment
 * [Canary A/B deployment](clearml_serving_tutorial.md#canary-endpoint-setup) - online Canary updates
 * [Model Monitoring](clearml_serving_tutorial.md#model-monitoring-and-performance-metrics)
diff --git a/docs/clearml_serving/clearml_serving_setup.md b/docs/clearml_serving/clearml_serving_setup.md
index 57ad735e..bae022cb 100644
--- a/docs/clearml_serving/clearml_serving_setup.md
+++ b/docs/clearml_serving/clearml_serving_setup.md
@@ -66,7 +66,7 @@ The following page goes over how to set up and upgrade `clearml-serving`.
    cd docker && docker-compose --env-file example.env -f docker-compose-triton.yml up 
    ```
    
-   If running on a GPU instance w/ Triton support (keras/pytorch/onnx etc.), use the triton gpu docker-compose file:
+   If running on a GPU instance with Triton support (keras/pytorch/onnx etc.), use the triton gpu docker-compose file:
    ```bash
    cd docker && docker-compose --env-file example.env -f docker-compose-triton-gpu.yml up
    ```
diff --git a/docs/webapp/webapp_exp_tuning.md b/docs/webapp/webapp_exp_tuning.md
index 1a9afa60..8b5ea7f7 100644
--- a/docs/webapp/webapp_exp_tuning.md
+++ b/docs/webapp/webapp_exp_tuning.md
@@ -58,7 +58,7 @@ User parameters are editable in any experiment, except experiments whose status
 
 Select source code by changing any of the following:
 
-* Repository, commit (select by ID, tag name, or choose the last commit in the branch), script, and /or working directory.
+* Repository, commit (select by ID, tag name, or choose the last commit in the branch), script, and/or working directory.
 * Installed Python packages and/or versions - Edit or clear (remove) them all.
 * Uncommitted changes - Edit or clear (remove) them all.
 
@@ -122,8 +122,8 @@ Add, change, or delete hyperparameters, which are organized in the **ClearML Web
 
 **To add, change, or delete hyperparameters:**
 
-* In the **CONFIGURATION** tab **>** **HYPERPARAMETERS** > **General** **>** hover **>** **EDIT** **>** add, change,
-  or delete keys and /or values **>** **SAVE**.
+* In the **CONFIGURATION** tab **>** **HYPERPARAMETERS** **>** parameter group **>** hover **>** click **EDIT** **>** add, change,
+  or delete keys and/or values **>** click **SAVE**.
 
 
 
@@ -134,8 +134,8 @@ except experiments whose status is *Published* (read-only).
 
 **To add, change, or delete user properties:**
 
-* In **CONFIGURATION** **>** **USER PROPERTIES** > **Properties** **>** hover **>** **EDIT** **>** add, change, or delete
-  keys and /or values **>** **SAVE**.
+* In **CONFIGURATION** **>** **USER PROPERTIES** **>** **Properties** **>** hover **>** click **EDIT** **>** add, change, or delete
+  keys and/or values **>** click **SAVE**.
 
 
 
@@ -143,7 +143,7 @@ except experiments whose status is *Published* (read-only).
 
 **To add, change, or delete the Task model configurations:**
 
-* In **CONFIGURATION** **>** **CONFIGURATION OBJECTS** **>** **GENERAL** **>** hover **>** **EDIT** or **CLEAR** (if the
+* In **CONFIGURATION** **>** **CONFIGURATION OBJECTS** **>** object name **>** hover **>** **EDIT** or **CLEAR** (if the
   configuration is not empty).
 
 ### Artifacts