diff --git a/docs/apps/clearml_session.md b/docs/apps/clearml_session.md
index da90f9e9..527362d3 100644
--- a/docs/apps/clearml_session.md
+++ b/docs/apps/clearml_session.md
@@ -53,14 +53,15 @@ To run a session inside a Docker container, use the `--docker` flag and enter th
 session.
 
 ### Passing requirements
-`clearml-session` can download required Python packages. If the code you are going to execute in the remote session, has
-required packages, they can be specified. If there is a `requirement.txt` file, the file can be attached to the 
-command using `--requirements </file/location.txt>`. Alternatively, packages can be manually entered, using `--packages "<package_name>"` 
-(for example `--packages "keras" "clearml"`).
+`clearml-session` can download required Python packages. 
+A `requirement.txt` file can be attached to the command using `--requirements </file/location.txt>`.
+Alternatively, packages can be manually specified, using `--packages "<package_name>"` 
+(for example `--packages "keras" "clearml"`) and they'll be automatically installed.
 
 ### Passing Git credentials
 To send local .git-credentials file to the interactive session, add a `--git-credentials` flag and set it to `True`. 
-This way, git references can be tracked, including untracked changes. 
+This is helpful if working on private git repositories and allows for seemless cloning and tracking of git references,
+including untracked changes. 
 
 ### Re-launching and shutting down sessions 
 If a `clearml-session` was launched locally and is still running on a remote machine, users can easily reconnect to it.
diff --git a/docs/apps/remote pycharm.md b/docs/apps/remote pycharm.md
deleted file mode 100644
index 11bea46b..00000000
--- a/docs/apps/remote pycharm.md	
+++ /dev/null
@@ -1,3 +0,0 @@
----
-title: Remote Pycharm Debugging
----
diff --git a/docs/clearml_agent.md b/docs/clearml_agent.md
index 24de0964..04228ca9 100644
--- a/docs/clearml_agent.md
+++ b/docs/clearml_agent.md
@@ -503,4 +503,14 @@ clearml-agent daemon --services-mode --queue services --create-queue --docker <d
 Do not enqueue training or inference Tasks into the services queue. They will put an unnecessary load on the server.
 :::
 
+### Setting Server Credentials
 
+Self hosted [ClearML Server](deploying_clearml/clearml_server.md) comes by default with a services queue.
+By default, the server is open and does not require username and password, but it can be [password protected](deploying_clearml/clearml_server_security#user-access-security).
+In case it is password protected the services agent will need to be configured with server credentials (associated with a user).
+
+To do that, set these environment variables on  the ClearML Server machine with the appropriate credentials:
+```
+CLEARML_API_ACCESS_KEY
+CLEARML_API_SECRET_KEY
+```
diff --git a/docs/clearml_data.md b/docs/clearml_data.md
index 47f90721..29334c24 100644
--- a/docs/clearml_data.md
+++ b/docs/clearml_data.md
@@ -11,16 +11,14 @@ ClearML Data Management solves two important challenges:
 
 **We believe Data is not code**. It should not be stored in a git tree, because progress on datasets is not always linear. 
 Moreover, it can be difficult and inefficient to find on a git tree the commit associated with a certain version of a dataset. 
-The data usage in experiments needs to have high observability and needs to be understood, not just by data scientists.
 
-`clearml-data` allows to easily create new flexible datasets, from which users can add and remove files. These datasets can 
-be retrieved simply from any machine with physical or network access to the data. Additionally, datasets can be set up to 
-inherit from other datasets, so data lineages can be created, and users can track when and how their data changes.
+A `clearml-data` dataset is a collection of files, stored on a central storage location (S3 \ GS \ Azure \ Network Storage).
+Datasets can be set up to inherit from other datasets, so data lineages can be created, 
+and users can track when and how their data changes.<br/>
+Dataset changes are stored using differentiable storage, meaning a version will store the change-set from its previous dataset parents
 
-`clearml-data` utilizes existing object storage like S3/GS/Azure and even plain file system shares.
-
-Datasets are stored in a binary differential format, allowing storage optimization and networking. Local copies 
-of datasets are always cached, so the same data never needs to be downloaded twice.
+Local copies of datasets are always cached, so the same data never needs to be downloaded twice.
+When a dataset is pulled it will automatically pull all parent datasets and merge them into one output folder for you to work with
 
 ClearML-data offers two interfaces:
 - `clearml-data` - CLI utility for creating, uploading, and managing datasets.  
@@ -249,10 +247,11 @@ Datasets can be searched by project, name, ID, and tags.
 
 ### Python API
 
-All API commands should be imported with<br/> `from clearml import Dataset`
+All API commands should be imported with<br/>
+`from clearml import Dataset`
 
 
-#### `Dataset.get(dataset_id='<DS_ID>').get_local_copy()`  
+#### `Dataset.get(dataset_id=DS_ID).get_local_copy()`  
 
 Returns a path to dataset in cache, and downloads it if it is not already in cache.
 
@@ -265,7 +264,7 @@ Returns a path to dataset in cache, and downloads it if it is not already in cac
 
 <br/>
 
-#### `Dataset.get(dataset_id='<DS_ID>').get_mutable_local_copy()` 
+#### `Dataset.get(dataset_id=DS_ID).get_mutable_local_copy()` 
 
 Downloads the dataset to a specific folder (non-cached). If the folder already has contents, specify whether to overwrite 
 its contents with the dataset contents.
diff --git a/docs/faq.md b/docs/faq.md
index 0c5ada34..2250d6a8 100644
--- a/docs/faq.md
+++ b/docs/faq.md
@@ -32,7 +32,7 @@ title: FAQ
 
 **Graphs and Logs**
 
-* [The first log lines are missing from the experiment log tab. Where did they go?](#first-log-lines-missing)
+* [The first log lines are missing from the experiment console tab. Where did they go?](#first-log-lines-missing)
 * [Can I create a graph comparing hyperparameters vs model accuracy?](#compare-graph-parameters)
 * [I want to add more graphs, not just with TensorBoard. Is this supported?](#more-graph-types)
 * [How can I report more than one scatter 2D series on the same plot?](#multiple-scatter2D)
@@ -357,12 +357,12 @@ values are `True`, `False`, and a dictionary for fine-grain control. See [Task.i
 
 ## Graphs and Logs
 
-**The first log lines are missing from the experiment log tab. Where did they go?** <a id="first-log-lines-missing"></a>
+**The first log lines are missing from the experiment console tab. Where did they go?** <a id="first-log-lines-missing"></a>
 
 Due to speed/optimization issues, we opted to display only the last several hundred log lines.
 
 You can always download the full log as a file using the **ClearML Web UI**. In the **ClearML Web UI** **>** experiment 
-info panel *>* **RESULTS** tab **>** **LOG** sub-tab, use the **Download full log** feature.
+info panel *>* **RESULTS** tab **>** **CONSOLE** sub-tab, use the **Download full log** feature.
 
 <br/>
 
diff --git a/docs/guides/distributed/distributed_pytorch_example.md b/docs/guides/distributed/distributed_pytorch_example.md
index 2bb04697..a2d71026 100644
--- a/docs/guides/distributed/distributed_pytorch_example.md
+++ b/docs/guides/distributed/distributed_pytorch_example.md
@@ -62,8 +62,8 @@ All the hyperparameters appear in **CONFIGURATIONS** **>** **HYPER PARAMETERS**.
 
 ![image](../../img/examples_pytorch_distributed_example_01a.png)
 
-## Log
+## Console
 
-Output to the console, including the text messages printed from the main Task object and each subprocess appear in **RESULTS** **>** **LOG**.
+Output to the console, including the text messages printed from the main Task object and each subprocess appear in **RESULTS** **>** **CONSOLE**.
 
 ![image](../../img/examples_pytorch_distributed_example_06.png)
\ No newline at end of file
diff --git a/docs/guides/distributed/subprocess_example.md b/docs/guides/distributed/subprocess_example.md
index 239d2418..d804a9dd 100644
--- a/docs/guides/distributed/subprocess_example.md
+++ b/docs/guides/distributed/subprocess_example.md
@@ -9,7 +9,7 @@ script demonstrates multiple subprocesses interacting and reporting to a main Ta
 which always returns the main Task.
 * The Task in each subprocess reports the following to the main Task:
     * Hyperparameters - Additional, different hyperparameters.
-    * Log - Text logged to the console as the Task in each subprocess executes.
+    * Console - Text logged to the console as the Task in each subprocess executes.
 * When the script runs, it creates an experiment named `Popen example` which is associated with the `examples` project.
 
 ## Hyperparameters
@@ -28,8 +28,8 @@ Parameter dictionaries appear in **General**.
 
 ![image](../../img/examples_subprocess_example_01a.png)
 
-## Log
+## Console
 
-Output to the console, including the text messages from the Task in each subprocess, appear in **RESULTS** **>** **LOG**.
+Output to the console, including the text messages from the Task in each subprocess, appear in **RESULTS** **>** **CONSOLE**.
 
 ![image](../../img/examples_subprocess_example_02.png)
\ No newline at end of file
diff --git a/docs/guides/frameworks/autokeras/autokeras_imdb_example.md b/docs/guides/frameworks/autokeras/autokeras_imdb_example.md
index b7dcfa39..769e932b 100644
--- a/docs/guides/frameworks/autokeras/autokeras_imdb_example.md
+++ b/docs/guides/frameworks/autokeras/autokeras_imdb_example.md
@@ -18,9 +18,9 @@ which are titled **:monitor: machine**.
 
 ![image](../../../img/examples_keras_16.png)
 
-## Log
+## Console
 
-Text printed to the console for training progress, as well as all other console output, appear in **RESULTS** **>** **LOG**.
+Text printed to the console for training progress, as well as all other console output, appear in **RESULTS** **>** **CONSOLE**.
 
 ![image](../../../img/examples_keras_15.png)
 
diff --git a/docs/guides/frameworks/fastai/fastai_with_tensorboard.md b/docs/guides/frameworks/fastai/fastai_with_tensorboard.md
index 70b9f991..8bda0b0a 100644
--- a/docs/guides/frameworks/fastai/fastai_with_tensorboard.md
+++ b/docs/guides/frameworks/fastai/fastai_with_tensorboard.md
@@ -23,6 +23,6 @@ Histograms output to TensorBoard. They appear in **RESULTS** **>** **PLOTS**.
 
 ## Logs
 
-Text printed to the console for training progress, as well as all other console output, appear in **RESULTS** **>** **LOG**.
+Text printed to the console for training progress, as well as all other console output, appear in **RESULTS** **>** **CONSOLE**.
 
 ![image](../../../img/examples_reporting_fastai_03.png)
diff --git a/docs/guides/frameworks/keras/allegro_clearml_keras_tb_example.md b/docs/guides/frameworks/keras/allegro_clearml_keras_tb_example.md
index 834d4279..6eccd517 100644
--- a/docs/guides/frameworks/keras/allegro_clearml_keras_tb_example.md
+++ b/docs/guides/frameworks/keras/allegro_clearml_keras_tb_example.md
@@ -36,7 +36,7 @@ Histograms for layer density appear in **RESULTS** **>** **PLOTS**.
 
 ## Log
 
-Text printed to the console for training progress, as well as all other console output, appear in **RESULTS** **>** **LOG**.
+Text printed to the console for training progress, as well as all other console output, appear in **RESULTS** **>** **CONSOLE**.
 
 ![image](../../../img/keras_colab_01.png)
 
diff --git a/docs/guides/frameworks/keras/jupyter.md b/docs/guides/frameworks/keras/jupyter.md
index 326948cd..88d559b5 100644
--- a/docs/guides/frameworks/keras/jupyter.md
+++ b/docs/guides/frameworks/keras/jupyter.md
@@ -63,9 +63,9 @@ The TensorFlow Definitions appear in the **TF_DEFINE** subsection.
 
 ![image](../../../img/examples_keras_jupyter_21.png)
 
-## Log
+## CONSOLE
 
-Text printed to the console for training appears in **RESULTS** **>** **LOG**.
+Text printed to the console for training appears in **RESULTS** **>** **CONSOLE**.
 
 ![image](../../../img/examples_keras_jupyter_07.png)
 
diff --git a/docs/guides/frameworks/keras/keras_tensorboard.md b/docs/guides/frameworks/keras/keras_tensorboard.md
index e7129876..aa896967 100644
--- a/docs/guides/frameworks/keras/keras_tensorboard.md
+++ b/docs/guides/frameworks/keras/keras_tensorboard.md
@@ -40,9 +40,9 @@ TensorFlow Definitions appear in **TF_DEFINE**.
 
 ![image](../../../img/examples_keras_00a.png)
 
-## Log
+## Console
 
-Text printed to the console for training progress, as well as all other console output, appear in **RESULTS** **>** **LOG**.
+Text printed to the console for training progress, as well as all other console output, appear in **RESULTS** **>** **CONSOLE**.
 
 ![image](../../../img/examples_keras_03.png)
 
diff --git a/docs/guides/frameworks/keras/manual_model_upload.md b/docs/guides/frameworks/keras/manual_model_upload.md
deleted file mode 100644
index ea045c62..00000000
--- a/docs/guides/frameworks/keras/manual_model_upload.md
+++ /dev/null
@@ -1,66 +0,0 @@
----
-title: Manual Model Upload
----
-
-The [manual_model_upload.py](https://github.com/allegroai/clearml/blob/master/examples/frameworks/keras/manual_model_upload.py) 
-example demonstrates **ClearML**'s tracking of a manually configured model created with Keras, including: 
-* Model checkpoints (snapshots),
-* Hyperparameters
-* Console output. 
-  
-When the script runs, it creates an experiment named `Model configuration and upload`, which is associated with the `examples` project.
-
-Configure **ClearML** for model checkpoint (snapshot) storage in any of the following ways ([debug sample](../../../references/sdk/logger.md#set_default_upload_destination) 
-storage is different):
-
-* In the configuration file, set [default_output_uri](../../../configs/clearml_conf.md#sdkdevelopment).
-* In code, when [initializing a Task](../../../references/sdk/task.md#taskinit), use the `output_uri` parameter.
-* In the **ClearML Web UI**, when [modifying an experiment](../../../webapp/webapp_exp_tuning.md#output-destination).
-
-## Configuration
-
-This example shows two ways to connect a configuration, using the [Task.connect_configuration](../../../references/sdk/task.md#connect_configuration)
-method. 
-
-* Connect a configuration file by providing the file's path. **ClearML Server** stores a copy of the file.
-  
-```python
-# Connect a local configuration file
-config_file = os.path.join('..', '..', 'reporting', 'data_samples', 'sample.json')
-config_file = task.connect_configuration(config_file)
-```
-
-
-* Create a configuration dictionary and provide the dictionary.
-
-```python
-model_config_dict = {
-    'value': 13.37,
-    'dict': {'sub_value': 'string', 'sub_integer': 11},
-    'list_of_ints': [1, 2, 3, 4],
-}
-model_config_dict = task.connect_configuration(model_config_dict)
-```
-
-If the configuration changes, **ClearML** tracks it.
-
-```python
-model_config_dict['new value'] = 10
-model_config_dict['value'] *= model_config_dict['new value']
-```
-
-The configuration appears in **CONFIGURATIONS** **>** **CONFIGURATION OBJECTS**.
-
-![image](../../../img/examples_manual_model_upload_01.png)
-
-## Artifacts
-
-Model artifacts associated with the experiment appear in the experiment info panel (in the **EXPERIMENTS** tab), and in the model info panel (in the **MODELS** tab).  
-
-The experiment info panel shows model tracking, including the model name and design:
-
-![image](../../../img/examples_manual_model_upload_02.png)
-
-The model info panel contains the model details, including the model URL, framework, and snapshot locations.
-
-![image](../../../img/examples_manual_model_upload_03.png)
\ No newline at end of file
diff --git a/docs/guides/frameworks/pytorch/manual_model_upload.md b/docs/guides/frameworks/pytorch/manual_model_upload.md
deleted file mode 100644
index f0f897bc..00000000
--- a/docs/guides/frameworks/pytorch/manual_model_upload.md
+++ /dev/null
@@ -1,79 +0,0 @@
----
-title: Manual Model Upload
----
-
-The [manual_model_upload.py](https://github.com/allegroai/clearml/blob/master/examples/frameworks/pytorch/manual_model_upload.py) 
-example demonstrates **ClearML**'s tracking of a manually configured model created with PyTorch, including model checkpoints 
-(snapshots), and output to the console. When the script runs, it creates an experiment named `Model configuration and upload`, 
-which is associated with the `examples` project.
-
-Configure **ClearML** for model checkpoint (snapshot) storage in any of the following ways ([debug sample](../../../references/sdk/logger.md#set_default_upload_destination) storage is different):
-
-* In the configuration file, set [default_output_uri](../../../configs/clearml_conf.md#sdkdevelopment).
-* In code, when [initializing a Task](../../../references/sdk/task.md#taskinit), use the `output_uri` parameter.
-* In the **ClearML Web UI**, when [modifying an experiment](../../../webapp/webapp_exp_tuning.md#output-destination).
-
-## Configuration
-
-This example shows two ways to connect a configuration, using the [Task.connect_configuration](../../../references/sdk/task.md#connect_configuration) 
-method.
-
-* Connect a configuration file by providing the file's path. **ClearML Server** stores a copy of the file.
-
-```python
-# Connect a local configuration file
-config_file = os.path.join('..', '..', 'reporting', 'data_samples', 'sample.json')
-config_file = task.connect_configuration(config_file)
-```
-
-
-* Create a configuration dictionary and plug it into the method.
-
-```python
-model_config_dict = {
-    'value': 13.37,
-    'dict': {'sub_value': 'string', 'sub_integer': 11},
-    'list_of_ints': [1, 2, 3, 4],
-}
-model_config_dict = task.connect_configuration(model_config_dict)
-```
-
-
-If the configuration changes, **ClearML** tracks it.
-
-```python
-model_config_dict['new value'] = 10
-model_config_dict['value'] *= model_config_dict['new value']
-```
-## Artifacts
-
-Model artifacts associated with the experiment appear in the info panel of the **EXPERIMENTS** tab and in the info panel 
-in the **MODELS** tab.  
-
-The model info panel contains model details, including: 
-* Model design (which is also in the experiment info panel)
-* Label enumeration
-* Model URL
-* Framework
-* Snapshot locations.
-
-### General model information
-
-![image](../../../img/examples_pytorch_manual_model_upload_03.png)
-
-### Model design
-
-![image](../../../img/examples_pytorch_manual_model_upload_04.png)
-
-### Label enumeration
-
-Connect a label enumeration dictionary by calling the [Task.connect_label_enumeration](../../../references/sdk/task.md#connect_label_enumeration) 
-method.
-
-```python
-# store the label enumeration of the training model
-labels = {'background': 0, 'cat': 1, 'dog': 2}
-task.connect_label_enumeration(labels)
-```
-    
-![image](../../../img/examples_pytorch_manual_model_upload_05.png)
\ No newline at end of file
diff --git a/docs/guides/frameworks/pytorch/notebooks/audio/audio_classification_UrbanSound8K.md b/docs/guides/frameworks/pytorch/notebooks/audio/audio_classification_UrbanSound8K.md
index ec02307f..782019b6 100644
--- a/docs/guides/frameworks/pytorch/notebooks/audio/audio_classification_UrbanSound8K.md
+++ b/docs/guides/frameworks/pytorch/notebooks/audio/audio_classification_UrbanSound8K.md
@@ -44,8 +44,8 @@ TensorFlow Definitions appear in the **TF_DEFINE** subsection.
 
 ![image](../../../../../img/examples_audio_classification_UrbanSound8K_01a.png)
 
-## Log
+## Console
 
-Text printed to the console for training progress, as well as all other console output, appear in **RESULTS** **>** **LOG**.
+Text printed to the console for training progress, as well as all other console output, appear in **RESULTS** **>** **CONSOLE**.
 
 ![image](../../../../../img/examples_audio_classification_UrbanSound8K_02.png)
\ No newline at end of file
diff --git a/docs/guides/frameworks/pytorch/notebooks/image/hyperparameter_search.md b/docs/guides/frameworks/pytorch/notebooks/image/hyperparameter_search.md
index 303809bb..38c08c8b 100644
--- a/docs/guides/frameworks/pytorch/notebooks/image/hyperparameter_search.md
+++ b/docs/guides/frameworks/pytorch/notebooks/image/hyperparameter_search.md
@@ -71,9 +71,9 @@ These hyperparameters are those in the optimizer Task, where the `HyperParameter
 
 ![image](../../../../../img/examples_hyperparameter_search_01.png)
 
-### Log
+### Console
 
-All console output from `Hyper-Parameter Optimization` appears in **RESULTS** tab, **LOG** sub-tab.
+All console output from `Hyper-Parameter Optimization` appears in **RESULTS** tab, **CONSOLE** sub-tab.
 
 ![image](../../../../../img/examples_hyperparameter_search_03.png)
 
diff --git a/docs/guides/frameworks/pytorch/notebooks/image/image_classification_CIFAR10.md b/docs/guides/frameworks/pytorch/notebooks/image/image_classification_CIFAR10.md
index b56031ec..3c7a10f1 100644
--- a/docs/guides/frameworks/pytorch/notebooks/image/image_classification_CIFAR10.md
+++ b/docs/guides/frameworks/pytorch/notebooks/image/image_classification_CIFAR10.md
@@ -43,8 +43,8 @@ TensorFlow Definitions appear in the **TF_DEFINE** subsection.
 
 ![image](../../../../../img/examples_image_classification_CIFAR10_01a.png)
 
-## Log
+## Console
 
-Text printed to the console for training progress, as well as all other console output, appear in **RESULTS** **>** **LOG**.
+Text printed to the console for training progress, as well as all other console output, appear in **RESULTS** **>** **CONSOLE**.
 
 ![image](../../../../../img/examples_image_classification_CIFAR10_04.png)
\ No newline at end of file
diff --git a/docs/guides/frameworks/pytorch/notebooks/table/download_and_preprocessing.md b/docs/guides/frameworks/pytorch/notebooks/table/download_and_preprocessing.md
index 38c46413..f2a63023 100644
--- a/docs/guides/frameworks/pytorch/notebooks/table/download_and_preprocessing.md
+++ b/docs/guides/frameworks/pytorch/notebooks/table/download_and_preprocessing.md
@@ -46,8 +46,8 @@ Parameter dictionaries appear in the **General** subsection.
 
 ![image](../../../../../img/download_and_preprocessing_01.png)
 
-## Log
+## Console
 
-Output to the console appears in **RESULTS** **>** **LOG**.
+Output to the console appears in **RESULTS** **>** **CONSOLE**.
 
 ![image](../../../../../img/download_and_preprocessing_06.png)
\ No newline at end of file
diff --git a/docs/guides/frameworks/pytorch/notebooks/text/text_classification_AG_NEWS.md b/docs/guides/frameworks/pytorch/notebooks/text/text_classification_AG_NEWS.md
index cb57049f..bebbb676 100644
--- a/docs/guides/frameworks/pytorch/notebooks/text/text_classification_AG_NEWS.md
+++ b/docs/guides/frameworks/pytorch/notebooks/text/text_classification_AG_NEWS.md
@@ -29,9 +29,9 @@ Parameter dictionaries appear in the **General** subsection.
 
 ![image](../../../../../img/text_classification_AG_NEWS_01a.png)
 
-## Log
+## Console
 
-Text printed to the console for training progress, as well as all other console output, appear in **RESULTS** **>** **LOG**.
+Text printed to the console for training progress, as well as all other console output, appear in **RESULTS** **>** **CONSOLE**.
 
 ![image](../../../../../img/text_classification_AG_NEWS_02.png)
 
diff --git a/docs/guides/frameworks/pytorch/pytorch_distributed_example.md b/docs/guides/frameworks/pytorch/pytorch_distributed_example.md
index 521c7528..c52a1720 100644
--- a/docs/guides/frameworks/pytorch/pytorch_distributed_example.md
+++ b/docs/guides/frameworks/pytorch/pytorch_distributed_example.md
@@ -71,6 +71,6 @@ Task.current_task().connect(param)
 
 ## Log
 
-Output to the console, including the text messages printed from the main Task object and each subprocess, appears in **RESULTS** **>** **LOG**.
+Output to the console, including the text messages printed from the main Task object and each subprocess, appears in **RESULTS** **>** **CONSOLE**.
 
 ![image](../../../img/examples_pytorch_distributed_example_06.png)
\ No newline at end of file
diff --git a/docs/guides/frameworks/pytorch/pytorch_mnist.md b/docs/guides/frameworks/pytorch/pytorch_mnist.md
index 419a6968..c8b75191 100644
--- a/docs/guides/frameworks/pytorch/pytorch_mnist.md
+++ b/docs/guides/frameworks/pytorch/pytorch_mnist.md
@@ -41,9 +41,9 @@ page **>** **RESULTS** **>** **SCALARS**.
 
 ![image](../../../img/examples_pytorch_mnist_01.png)
 
-## Log
+## Console
 
-Text printed to the console for training progress, as well as all other console output, appear in **RESULTS** **>** **LOG**.
+Text printed to the console for training progress, as well as all other console output, appear in **RESULTS** **>** **CONSOLE**.
 
 ![image](../../../img/examples_pytorch_mnist_06.png)
 
diff --git a/docs/guides/frameworks/pytorch/pytorch_tensorboard.md b/docs/guides/frameworks/pytorch/pytorch_tensorboard.md
index a54d14d8..6ba5436d 100644
--- a/docs/guides/frameworks/pytorch/pytorch_tensorboard.md
+++ b/docs/guides/frameworks/pytorch/pytorch_tensorboard.md
@@ -33,9 +33,9 @@ These scalars, along with the resource utilization plots, which are titled **:mo
 
 ![image](../../../img/examples_pytorch_tensorboard_01.png)
 
-## Log
+## Console
 
-Text printed to the console for training progress, as well as all other console output, appear in **RESULTS** **>** **LOG**.
+Text printed to the console for training progress, as well as all other console output, appear in **RESULTS** **>** **CONSOLE**.
 
 ![image](../../../img/examples_pytorch_tensorboard_06.png)
 
diff --git a/docs/guides/frameworks/pytorch/pytorch_tensorboardx.md b/docs/guides/frameworks/pytorch/pytorch_tensorboardx.md
index e20ce18a..02dfa73d 100644
--- a/docs/guides/frameworks/pytorch/pytorch_tensorboardx.md
+++ b/docs/guides/frameworks/pytorch/pytorch_tensorboardx.md
@@ -31,7 +31,7 @@ appear in the experiment's page in the **web UI**, under **RESULTS** **>** **SCA
 
 ## Log
 
-Text printed to the console for training progress, as well as all other console output, appear in **RESULTS** **>** **LOG**.
+Text printed to the console for training progress, as well as all other console output, appear in **RESULTS** **>** **CONSOLE**.
 
 ![image](../../../img/examples_pytorch_tensorboardx_02.png)
 
diff --git a/docs/guides/frameworks/tensorboardx/tensorboardx.md b/docs/guides/frameworks/tensorboardx/tensorboardx.md
index eb4be5be..679196b4 100644
--- a/docs/guides/frameworks/tensorboardx/tensorboardx.md
+++ b/docs/guides/frameworks/tensorboardx/tensorboardx.md
@@ -27,9 +27,9 @@ The loss and accuracy metric scalar plots appear in the experiment's page in the
 
 ![image](../../../img/examples_pytorch_tensorboardx_01.png)
 
-## Log
+## Console
 
-Text printed to the console for training progress, as well as all other console output, appear in **RESULTS** **>** **LOG**.
+Text printed to the console for training progress, as well as all other console output, appear in **RESULTS** **>** **CONSOLE**.
 
 ![image](../../../img/examples_pytorch_tensorboardx_02.png)
 
diff --git a/docs/guides/frameworks/tensorflow/manual_model_upload.md b/docs/guides/frameworks/tensorflow/manual_model_upload.md
deleted file mode 100644
index 7df4cdd8..00000000
--- a/docs/guides/frameworks/tensorflow/manual_model_upload.md
+++ /dev/null
@@ -1,86 +0,0 @@
----
-title: Manual Model Upload
----
-
-The [manual_model_upload.py](https://github.com/allegroai/clearml/blob/master/examples/frameworks/tensorflow/manual_model_upload.py) 
-example demonstrates **ClearML**'s tracking of a manually configured model created with TensorFlow, including: 
-* Model checkpoints (snapshots)
-* Hyperparameters
-* Output to the console. 
-  
-When the script runs, it creates an experiment named `Model configuration and upload`, which is associated with the `examples` project.
-
-Configure **ClearML** for model checkpoints (model snapshot) storage in any of the following ways ([debug sample](../../../references/sdk/logger.md#set_default_upload_destination) 
-storage is different):
-
-* In the configuration file, set [default_output_uri](../../../configs/clearml_conf.md#sdkdevelopment).
-* In code, when [initializing a Task](../../../references/sdk/task.md#taskinit), use the `output_uri` parameter.
-* In the **ClearML Web UI**, when [modifying an experiment](../../../webapp/webapp_exp_tuning.md#output-destination).
-
-## Configuration
-
-This example shows two ways to connect a configuration, using the [Task.connect_configuration](../../../references/sdk/task.md#connect_configuration) method:
-
-* Connect a configuration file by providing the file's path. **ClearML Server** stores a copy of the file.
-```python
-# Connect a local configuration file
-config_file = os.path.join('..', '..', 'reporting', 'data_samples', 'sample.json')
-config_file = task.connect_configuration(config_file)
-```
-
-* Create a configuration dictionary and provide the dictionary.
-```python
-model_config_dict = {
-    'value': 13.37,
-    'dict': {'sub_value': 'string', 'sub_integer': 11},
-    'list_of_ints': [1, 2, 3, 4],
-}
-model_config_dict = task.connect_configuration(model_config_dict)
-```
-
-If the configuration changes, **ClearML** track it.
-
-```python
-model_config_dict['new value'] = 10
-model_config_dict['value'] *= model_config_dict['new value']
-```
-
-
-The configuration appears in the experiment's page in the **ClearML web UI**, under **CONFIGURATIONS** **>** 
-**CONFIGURATION OBJECTS**.
-
-![image](../../../img/examples_manual_model_upload_01.png)
-
-The output model's configuration appears in **ARTIFACTS** **>** **Output Model**.
-
-## 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.  
-
-The experiment info panel shows model tracking, including the model name and design (in this case, no design was stored).
-
-![image](../../../img/examples_manual_model_upload_30.png)
-
-The model info panel contains the model details, including: 
-* Model design 
-* label enumeration 
-* Model URL 
-* Framework
-* Snapshot locations.
-
-### General model information
-
-![image](../../../img/examples_pytorch_manual_model_upload_03.png)
-
-### Label enumeration
-
-Connect a label enumeration dictionary by calling the [Task.connect_label_enumeration](../../../references/sdk/task.md#connect_label_enumeration) method.
-
-```python
-# store the label enumeration of the training model
-labels = {'background': 0, 'cat': 1, 'dog': 2}
-task.connect_label_enumeration(labels)
-``` 
-
-![image](../../../img/examples_pytorch_manual_model_upload_05.png)
\ No newline at end of file
diff --git a/docs/guides/frameworks/tensorflow/tensorboard_pr_curve.md b/docs/guides/frameworks/tensorflow/tensorboard_pr_curve.md
index 26b6f32f..3c0d2033 100644
--- a/docs/guides/frameworks/tensorflow/tensorboard_pr_curve.md
+++ b/docs/guides/frameworks/tensorflow/tensorboard_pr_curve.md
@@ -31,8 +31,8 @@ In the **ClearML Web UI**, the PR Curve summaries appear in the experiment's pag
 
 ![image](../../../img/examples_tensorboard_pr_curve_04.png)
 
-## Log
+## Console
 
-All other console output appears in **RESULTS** **>** **LOG**.
+All other console output appears in **RESULTS** **>** **CONSOLE**.
 
 ![image](../../../img/examples_tensorboard_pr_curve_05.png)
diff --git a/docs/guides/frameworks/tensorflow/tensorflow_mnist.md b/docs/guides/frameworks/tensorflow/tensorflow_mnist.md
index 7b8dd34c..10184f43 100644
--- a/docs/guides/frameworks/tensorflow/tensorflow_mnist.md
+++ b/docs/guides/frameworks/tensorflow/tensorflow_mnist.md
@@ -29,9 +29,9 @@ The loss and accuracy metric scalar plots appear in the experiment's page in the
 
 ![image](../../../img/examples_tensorflow_mnist_01.png)
 
-## Log
+## Console
 
-All console output appears in **RESULTS** **>** **LOG**.
+All console output appears in **RESULTS** **>** **CONSOLE**.
 
 ![image](../../../img/examples_tensorflow_mnist_05.png)
 
diff --git a/docs/guides/frameworks/xgboost/xgboost_sample.md b/docs/guides/frameworks/xgboost/xgboost_sample.md
index 41f607ce..05c7684f 100644
--- a/docs/guides/frameworks/xgboost/xgboost_sample.md
+++ b/docs/guides/frameworks/xgboost/xgboost_sample.md
@@ -31,9 +31,9 @@ The feature importance plot and tree plot appear in the project's page in the **
 
 ![image](../../../img/examples_xgboost_sample_06.png)
 
-## Log
+## Console
 
-All other console output appear in **RESULTS** **>** **LOG**.
+All other console output appear in **RESULTS** **>** **CONSOLE**.
 
 ![image](../../../img/examples_xgboost_sample_05.png)
 
diff --git a/docs/guides/ide/integration_pycharm.md b/docs/guides/ide/integration_pycharm.md
index a27b23c8..a706d7d1 100644
--- a/docs/guides/ide/integration_pycharm.md
+++ b/docs/guides/ide/integration_pycharm.md
@@ -14,7 +14,7 @@ The **ClearML PyCharm plugin** enables syncing a local execution configuration t
 
 **To install the ClearML PyCharm plugin, do the following:**
 
-1. Download the latest plugin version from the [Releases page](https://github.com/allegroai/trains-pycharm-plugin/releases). 
+1. Download the latest plugin version from the [Releases page](https://github.com/allegroai/clearml-pycharm-plugin/releases). 
 
 1. Install the plugin in PyCharm from local disk:
 
diff --git a/docs/guides/reporting/explicit_reporting.md b/docs/guides/reporting/explicit_reporting.md
index ce9ed8d3..131f8dc1 100644
--- a/docs/guides/reporting/explicit_reporting.md
+++ b/docs/guides/reporting/explicit_reporting.md
@@ -239,7 +239,7 @@ After extending the Python experiment script, run it and view the results in the
    including the file path, size, hash, metadata, and a preview.
 1. In the **OTHER** section, click **Loss**. The uploaded numpy array appears, including its related information.
 1. Click the **RESULTS** tab.
-1. Click the **LOG** sub-tab, and see the debugging message showing the Pandas DataFrame sample.
+1. Click the **CONSOLE** sub-tab, and see the debugging message showing the Pandas DataFrame sample.
 1. Click the **SCALARS** sub-tab, and see the scalar plots for epoch logging loss.
 1. Click the **PLOTS** sub-tab, and see the confusion matrix and histogram.
 
diff --git a/docs/guides/services/execute_jupyter_notebook_server.md b/docs/guides/services/execute_jupyter_notebook_server.md
index bdbe31fd..39d4345a 100644
--- a/docs/guides/services/execute_jupyter_notebook_server.md
+++ b/docs/guides/services/execute_jupyter_notebook_server.md
@@ -54,7 +54,7 @@ It shows the server links are:
 
 ![image](../../img/examples_execute_jupyter_notebook_server_02.png)
 
-The Jupyter Note Server console output appears in **RESULTS** **>** **LOG**, including log entries for the notebooks run 
+The Jupyter Note Server console output appears in **RESULTS** **>** **CONSOLE**, including log entries for the notebooks run 
 on the server.
 
 To test the Jupyter Notebook, we ran a notebook named audio_preprocessing_example.ipynb. The log shows it was saved:
diff --git a/docs/img/fundamentals_hpo_summary.png b/docs/img/fundamentals_hpo_summary.png
new file mode 100644
index 00000000..a86b4ace
Binary files /dev/null and b/docs/img/fundamentals_hpo_summary.png differ
diff --git a/docs/integrations/storage.md b/docs/integrations/storage.md
index f152a777..a9558968 100644
--- a/docs/integrations/storage.md
+++ b/docs/integrations/storage.md
@@ -2,43 +2,17 @@
 title: Storage
 ---
 
+import ImageSwitcher from '/ImageSwitcher.js';
+
 ClearML is able to interface with the most popular storage solutions in the market for storing model checkpoints, artifacts 
 and charts.
 
 Supported storage mediums include:
 
-<div className="supported-storages">
-    <div>
-        <img src="/icons/ico-local-and-shared.svg" alt="Storage icon" />
-        Local and shared folders
-    </div>
-    <div>
-        <img src="/icons/ico-aws-s3.svg" alt="Storage icon" />
-        S3 buckets
-    </div>
-    <div>
-        <img src="/icons/ico-google-cloud-storage.svg" alt="Storage icon" />
-        Google Cloud Storage
-    </div>
-    <div>
-        <img src="/icons/ico-azure-storage.svg" alt="Storage icon" />
-        Azure Storage
-    </div>
-    <div>
-        <img src="/icons/ico-nas.svg" alt="Storage icon" />
-        http(s)
-    </div>
-    <div>
-        <img src="/icons/ico-minio.svg" alt="Storage icon" />
-        minio
-    </div>
-    <div>
-        <img src="/icons/ico-ceph.svg" alt="Storage icon" />
-        ceph
-    </div>
-</div>
-
----
+<ImageSwitcher alt="ClearML Supported Storage"
+    lightImageSrc="/icons/ClearML_Supported_Storage--on-light.png"
+    darkImageSrc="/icons/ClearML_Supported_Storage--on-dark.png" 
+/>
 
 :::note
 Once uploading an object to a storage medium, each machine that uses the object must have access to it.
diff --git a/docs/references/api/definitions.md b/docs/references/api/definitions.md
new file mode 100644
index 00000000..ba8d1f8a
--- /dev/null
+++ b/docs/references/api/definitions.md
@@ -0,0 +1,5 @@
+---
+title: API Definitions
+---
+
+**AutoGenerated PlaceHolder**
\ No newline at end of file
diff --git a/docs/references/api/endpoints.md b/docs/references/api/endpoints.md
new file mode 100644
index 00000000..10d5386d
--- /dev/null
+++ b/docs/references/api/endpoints.md
@@ -0,0 +1,5 @@
+---
+title: REST API
+---
+
+**AutoGenerated PlaceHolder**
\ No newline at end of file
diff --git a/docs/references/sdk/automation_controller_pipelinecontroller.md b/docs/references/sdk/automation_controller_pipelinecontroller.md
new file mode 100644
index 00000000..5cd2ffa8
--- /dev/null
+++ b/docs/references/sdk/automation_controller_pipelinecontroller.md
@@ -0,0 +1,5 @@
+---
+title: PipelineController
+---
+
+**AutoGenerated PlaceHolder**
\ No newline at end of file
diff --git a/docs/references/sdk/automation_job_clearmljob.md b/docs/references/sdk/automation_job_clearmljob.md
new file mode 100644
index 00000000..21fea1e1
--- /dev/null
+++ b/docs/references/sdk/automation_job_clearmljob.md
@@ -0,0 +1,5 @@
+---
+title: ClearmlJob
+---
+
+**AutoGenerated PlaceHolder**
\ No newline at end of file
diff --git a/docs/references/sdk/dataset.md b/docs/references/sdk/dataset.md
new file mode 100644
index 00000000..f90e0c91
--- /dev/null
+++ b/docs/references/sdk/dataset.md
@@ -0,0 +1,5 @@
+---
+title: Dataset
+---
+
+**AutoGenerated PlaceHolder**
\ No newline at end of file
diff --git a/docs/references/sdk/hpo_hpbandster_bandster_optimizerbohb.md b/docs/references/sdk/hpo_hpbandster_bandster_optimizerbohb.md
new file mode 100644
index 00000000..8e88d64d
--- /dev/null
+++ b/docs/references/sdk/hpo_hpbandster_bandster_optimizerbohb.md
@@ -0,0 +1,5 @@
+---
+title: OptimizerBOHB
+---
+
+**AutoGenerated PlaceHolder**
\ No newline at end of file
diff --git a/docs/references/sdk/hpo_optimization_gridsearch.md b/docs/references/sdk/hpo_optimization_gridsearch.md
new file mode 100644
index 00000000..951a20d2
--- /dev/null
+++ b/docs/references/sdk/hpo_optimization_gridsearch.md
@@ -0,0 +1,5 @@
+---
+title: GridSearch
+---
+
+**AutoGenerated PlaceHolder**
\ No newline at end of file
diff --git a/docs/references/sdk/hpo_optimization_hyperparameteroptimizer.md b/docs/references/sdk/hpo_optimization_hyperparameteroptimizer.md
new file mode 100644
index 00000000..1484403b
--- /dev/null
+++ b/docs/references/sdk/hpo_optimization_hyperparameteroptimizer.md
@@ -0,0 +1,5 @@
+---
+title: HyperParameterOptimizer
+---
+
+**AutoGenerated PlaceHolder**
\ No newline at end of file
diff --git a/docs/references/sdk/hpo_optimization_randomsearch.md b/docs/references/sdk/hpo_optimization_randomsearch.md
new file mode 100644
index 00000000..0e64fee8
--- /dev/null
+++ b/docs/references/sdk/hpo_optimization_randomsearch.md
@@ -0,0 +1,5 @@
+---
+title: RandomSearch
+---
+
+**AutoGenerated PlaceHolder**
\ No newline at end of file
diff --git a/docs/references/sdk/hpo_optuna_optuna_optimizeroptuna.md b/docs/references/sdk/hpo_optuna_optuna_optimizeroptuna.md
new file mode 100644
index 00000000..eccddea9
--- /dev/null
+++ b/docs/references/sdk/hpo_optuna_optuna_optimizeroptuna.md
@@ -0,0 +1,5 @@
+---
+title: OptimizerOptuna
+---
+
+**AutoGenerated PlaceHolder**
\ No newline at end of file
diff --git a/docs/references/sdk/hpo_parameters_discreteparameterrange.md b/docs/references/sdk/hpo_parameters_discreteparameterrange.md
new file mode 100644
index 00000000..b683e1e1
--- /dev/null
+++ b/docs/references/sdk/hpo_parameters_discreteparameterrange.md
@@ -0,0 +1,5 @@
+---
+title: DiscreteParameterRange
+---
+
+**AutoGenerated PlaceHolder**
\ No newline at end of file
diff --git a/docs/references/sdk/hpo_parameters_parameterset.md b/docs/references/sdk/hpo_parameters_parameterset.md
new file mode 100644
index 00000000..bd4209f8
--- /dev/null
+++ b/docs/references/sdk/hpo_parameters_parameterset.md
@@ -0,0 +1,5 @@
+---
+title: ParameterSet
+---
+
+**AutoGenerated PlaceHolder**
\ No newline at end of file
diff --git a/docs/references/sdk/hpo_parameters_uniformintegerparameterrange.md b/docs/references/sdk/hpo_parameters_uniformintegerparameterrange.md
new file mode 100644
index 00000000..879c00b1
--- /dev/null
+++ b/docs/references/sdk/hpo_parameters_uniformintegerparameterrange.md
@@ -0,0 +1,5 @@
+---
+title: UniformIntegerParameterRange
+---
+
+**AutoGenerated PlaceHolder**
\ No newline at end of file
diff --git a/docs/references/sdk/hpo_parameters_uniformparameterrange.md b/docs/references/sdk/hpo_parameters_uniformparameterrange.md
new file mode 100644
index 00000000..307f60f9
--- /dev/null
+++ b/docs/references/sdk/hpo_parameters_uniformparameterrange.md
@@ -0,0 +1,5 @@
+---
+title: UniformParameterRange
+---
+
+**AutoGenerated PlaceHolder**
\ No newline at end of file
diff --git a/docs/references/sdk/logger.md b/docs/references/sdk/logger.md
new file mode 100644
index 00000000..e7b3d6e9
--- /dev/null
+++ b/docs/references/sdk/logger.md
@@ -0,0 +1,5 @@
+---
+title: Logger
+---
+
+**AutoGenerated PlaceHolder**
\ No newline at end of file
diff --git a/docs/references/sdk/model_inputmodel.md b/docs/references/sdk/model_inputmodel.md
new file mode 100644
index 00000000..c6b3ddca
--- /dev/null
+++ b/docs/references/sdk/model_inputmodel.md
@@ -0,0 +1,5 @@
+---
+title: InputModel
+---
+
+**AutoGenerated PlaceHolder**
\ No newline at end of file
diff --git a/docs/references/sdk/model_model.md b/docs/references/sdk/model_model.md
new file mode 100644
index 00000000..55309cfb
--- /dev/null
+++ b/docs/references/sdk/model_model.md
@@ -0,0 +1,5 @@
+---
+title: Model
+---
+
+**AutoGenerated PlaceHolder**
\ No newline at end of file
diff --git a/docs/references/sdk/model_outputmodel.md b/docs/references/sdk/model_outputmodel.md
new file mode 100644
index 00000000..77b376e7
--- /dev/null
+++ b/docs/references/sdk/model_outputmodel.md
@@ -0,0 +1,5 @@
+---
+title: OutputModel
+---
+
+**AutoGenerated PlaceHolder**
\ No newline at end of file
diff --git a/docs/references/sdk/services_aws_auto_scaler_awsautoscaler.md b/docs/references/sdk/services_aws_auto_scaler_awsautoscaler.md
new file mode 100644
index 00000000..f64d67b3
--- /dev/null
+++ b/docs/references/sdk/services_aws_auto_scaler_awsautoscaler.md
@@ -0,0 +1,5 @@
+---
+title: AwsAutoScaler
+---
+
+**AutoGenerated PlaceHolder**
\ No newline at end of file
diff --git a/docs/references/sdk/services_monitor.md b/docs/references/sdk/services_monitor.md
new file mode 100644
index 00000000..a3d86b1f
--- /dev/null
+++ b/docs/references/sdk/services_monitor.md
@@ -0,0 +1,5 @@
+---
+title: Monitor
+---
+
+**AutoGenerated PlaceHolder**
\ No newline at end of file
diff --git a/docs/references/sdk/storage.md b/docs/references/sdk/storage.md
new file mode 100644
index 00000000..99951bb6
--- /dev/null
+++ b/docs/references/sdk/storage.md
@@ -0,0 +1,5 @@
+---
+title: StorageManager
+---
+
+**AutoGenerated PlaceHolder**
\ No newline at end of file
diff --git a/docs/references/sdk/task.md b/docs/references/sdk/task.md
new file mode 100644
index 00000000..81a9b604
--- /dev/null
+++ b/docs/references/sdk/task.md
@@ -0,0 +1,5 @@
+---
+title: Task
+---
+
+**AutoGenerated PlaceHolder**
\ No newline at end of file
diff --git a/docs/webapp/webapp_exp_track_visual.md b/docs/webapp/webapp_exp_track_visual.md
index a591527d..e51bae70 100644
--- a/docs/webapp/webapp_exp_track_visual.md
+++ b/docs/webapp/webapp_exp_track_visual.md
@@ -9,7 +9,7 @@ including:
 * [Configuration](#configuration) - Hyperparameters, user properties, and configuration objects.
 * [Artifacts](#artifacts) - Input model, output model, model snapshot locations, other artifacts.
 * [General information](#general-information) - Information about the experiment, for example: the experiment start, create, and last update times and dates, user creating the experiment, and its description.
-* [Logs](#log) - stdout, stderr, output to the console from libraries, and **ClearML** explicit reporting. 
+* [Console](#console) - stdout, stderr, output to the console from libraries, and **ClearML** explicit reporting. 
 * [Scalars](#scalars) - Metric plots.
 * [Plots](#other-plots) - Other plots and data, for example: Matplotlib, Plotly, and **ClearML** explicit reporting.
 * [Debug samples](#debug-samples) - Images, audio, video, and HTML.
@@ -332,9 +332,9 @@ General experiment details appear in the **INFO** tab. This includes information
 
 
 
-### Log
+### Console
 
-The complete experiment log containing everything printed to stdout and strerr appears in the **LOG** tab. The full log 
+The complete experiment log containing everything printed to stdout and strerr appears in the **CONSOLE** tab. The full log 
 is downloadable. To view the end of the log, click **Jump to end**.
 
 <details className="cml-expansion-panel screenshot">
diff --git a/docusaurus.config.js b/docusaurus.config.js
index d0c73f3c..fe62cbb8 100644
--- a/docusaurus.config.js
+++ b/docusaurus.config.js
@@ -186,13 +186,13 @@ module.exports = {
           sidebarPath: require.resolve('./sidebars.js'),
           // Please change this to your repo.
           editUrl:
-            'https://github.com/allegroai/clearml_docs/edit/master/website/',
+            'https://github.com/allegroai/clearml-docs/edit/main/',
         },
         API: {
           sidebarPath: require.resolve('./sidebars.js'),
           // Please change this to your repo.
           editUrl:
-            'https://github.com/allegroai/clearml_docs/edit/master/website/',
+            'https://github.com/allegroai/clearml-docs/edit/main/',
         },
         blog: {
           blogTitle: 'ClearML Tutorials',
@@ -202,7 +202,7 @@ module.exports = {
           showReadingTime: true,
           // Please change this to your repo.
           editUrl:
-            'https://github.com/allegroai/clearml_docs/edit/master/website/tutorials/',
+            'https://github.com/allegroai/clearml-docs/edit/main/tutorials/',
         },
         theme: {
           customCss: require.resolve('./src/css/custom.css'),
diff --git a/sidebars.js b/sidebars.js
index 5910648c..b7f40d0d 100644
--- a/sidebars.js
+++ b/sidebars.js
@@ -63,12 +63,11 @@ module.exports = {
                 {'Autokeras': ['guides/frameworks/autokeras/integration_autokeras', 'guides/frameworks/autokeras/autokeras_imdb_example']},
                 {'FastAI': ['guides/frameworks/fastai/fastai_with_tensorboard']},
                 {
-                    'Keras': ['guides/frameworks/keras/allegro_clearml_keras_tb_example', 'guides/frameworks/keras/jupyter', 'guides/frameworks/keras/keras_tensorboard',
-                        'guides/frameworks/keras/manual_model_upload']
+                    'Keras': ['guides/frameworks/keras/allegro_clearml_keras_tb_example', 'guides/frameworks/keras/jupyter', 'guides/frameworks/keras/keras_tensorboard']
                 },
                 {'Matplotlib': ['guides/frameworks/matplotlib/allegro_clearml_matplotlib_example', 'guides/frameworks/matplotlib/matplotlib_example']},
                 {
-                    'Pytorch': ['guides/frameworks/pytorch/manual_model_upload', 'guides/frameworks/pytorch/pytorch_distributed_example', 'guides/frameworks/pytorch/pytorch_matplotlib',
+                    'Pytorch': ['guides/frameworks/pytorch/pytorch_distributed_example', 'guides/frameworks/pytorch/pytorch_matplotlib',
                         'guides/frameworks/pytorch/pytorch_mnist', 'guides/frameworks/pytorch/pytorch_tensorboard', 'guides/frameworks/pytorch/pytorch_tensorboardx',
                         'guides/frameworks/pytorch/tensorboard_toy_pytorch']
                 },
@@ -84,12 +83,12 @@ module.exports = {
                 {'Scikit-Learn': ['guides/frameworks/scikit-learn/sklearn_joblib_example', 'guides/frameworks/scikit-learn/sklearn_matplotlib_example']},
                 {'TensorboardX': ['guides/frameworks/tensorboardx/tensorboardx']},
                 {
-                    'Tensorflow': ['guides/frameworks/tensorflow/manual_model_upload', 'guides/frameworks/tensorflow/tensorboard_pr_curve', 'guides/frameworks/tensorflow/tensorboard_toy',
+                    'Tensorflow': ['guides/frameworks/tensorflow/tensorboard_pr_curve', 'guides/frameworks/tensorflow/tensorboard_toy',
                         'guides/frameworks/tensorflow/tensorflow_mnist', 'guides/frameworks/tensorflow/integration_keras_tuner']
                 },
                 {'XGboost': ['guides/frameworks/xgboost/xgboost_sample']}
             ]},
-            {'IDEs': ['guides/ide/remote_jupyter_tutorial']},
+            {'IDEs': ['guides/ide/remote_jupyter_tutorial', 'guides/ide/integration_pycharm']},
             {'Optimization': ['guides/optimization/hyper-parameter-optimization/examples_hyperparam_opt']},
             {'Pipelines': ['guides/pipeline/pipeline_controller']},
 
diff --git a/src/css/custom.css b/src/css/custom.css
index 6a1721aa..baa128cf 100644
--- a/src/css/custom.css
+++ b/src/css/custom.css
@@ -181,17 +181,17 @@ html[data-theme="light"] .hero .button.button--primary{
 
 /* header social icons */
 .header-ico--github {
-  background-image: url(/img/ico-github.svg);
+  background-image: url(docs/latest/img/ico-github.svg);
   margin-right: calc(var(--ifm-navbar-item-padding-horizontal) * 2);
 }
 .header-ico--twitter {
-  background-image: url(/img/ico-twitter.svg);
+  background-image: url(docs/latest/img/ico-twitter.svg);
 }
 .header-ico--youtube {
-  background-image: url(/img/ico-youtube.svg);
+  background-image: url(docs/latest/img/ico-youtube.svg);
 }
 .header-ico--slack {
-  background-image: url(/img/ico-slack.svg);
+  background-image: url(docs/latest/img/ico-slack.svg);
 }
 .header-ico {
   width:24px;
@@ -255,7 +255,7 @@ html[data-theme="light"] .hero .button.button--primary{
 
 
 html[data-theme="light"] [class^="sidebarLogo"] {
-  background: url(/img/logo--on-light.svg) 1rem center no-repeat;
+  background: url(docs/latest/img/logo--on-light.svg) 1rem center no-repeat;
   background-size: 6rem;
 }
 html[data-theme="light"] [class^="sidebarLogo"] > img {
@@ -283,7 +283,7 @@ html[data-theme="dark"] .navbar-sidebar {
   background-color: #141722;
 }
 html[data-theme="light"] .navbar-sidebar .navbar__brand {
-  background: url(/img/logo--on-light.svg) 0 center no-repeat;
+  background: url(docs/latest/img/logo--on-light.svg) 0 center no-repeat;
   background-size: 5.5rem;
 }
 html[data-theme="light"] .navbar-sidebar .navbar__logo {
@@ -315,16 +315,16 @@ html[data-theme="dark"] .navbar-sidebar .menu__link.header-ico--slack:before {
 
 
 .navbar-sidebar .menu__link.header-ico--slack:hover {
-  background: url(/img/ico-slack.svg) no-repeat center;
+  background: url(docs/latest/img/ico-slack.svg) no-repeat center;
 }
 .navbar-sidebar .menu__link.header-ico--twitter:hover {
-  background: url(/img/ico-twitter.svg) no-repeat center;
+  background: url(docs/latest/img/ico-twitter.svg) no-repeat center;
 }
 .navbar-sidebar .menu__link.header-ico--github:hover {
-  background: url(/img/ico-github.svg) no-repeat center;
+  background: url(docs/latest/img/ico-github.svg) no-repeat center;
 }
 .navbar-sidebar .menu__link.header-ico--youtube:hover {
-  background: url(/img/ico-youtube.svg) no-repeat center;
+  background: url(docs/latest/img/ico-youtube.svg) no-repeat center;
 }
 
 .menu__link.header-ico {
@@ -414,22 +414,22 @@ html[data-theme="dark"] .footer__copyright {
 /* social links icons */
 .footer__link-item[href*="slack"] {
   padding-left: 1.4rem;
-  background: url(/img/ico-slack.svg) no-repeat left center;
+  background: url(docs/latest/img/ico-slack.svg) no-repeat left center;
   background-size: 1rem;
 }
 .footer__link-item[href*="youtube"] {
   padding-left: 1.4rem;
-  background: url(/img/ico-youtube.svg) no-repeat left center;
+  background: url(docs/latest/img/ico-youtube.svg) no-repeat left center;
   background-size: 1rem;
 }
 .footer__link-item[href*="twitter"] {
   padding-left: 1.4rem;
-  background: url(/img/ico-twitter.svg) no-repeat left center;
+  background: url(docs/latest/img/ico-twitter.svg) no-repeat left center;
   background-size: 1rem;
 }
 .footer__link-item[href*="stackoverflow"] {
   padding-left: 1.4rem;
-  background: url(/img/ico-stackoverflow.svg) no-repeat left center;
+  background: url(docs/latest/img/ico-stackoverflow.svg) no-repeat left center;
   background-size: 1rem;
 }
 
@@ -442,8 +442,8 @@ html[data-theme="light"] .footer__link-item[href*="stackoverflow"] {
 
 
 /* ===MARKDOWN=== */
-.markdown img[src*="png"],
-.markdown img[src*="gif"]  {
+.markdown img.medium-zoom-image[src*="png"],
+.markdown img.medium-zoom-image[src*="gif"]  {
   border:1px solid #2c3246;
 }
 .getting-started-buttons > .col {
@@ -582,7 +582,7 @@ html[data-theme="light"] .icon {
   height: 24px;
   transform: rotate(0);
   transition: 0.25s;
-  background: url(/icons/ico-chevron-down.svg) no-repeat center;
+  background: url(docs/latest/icons/ico-chevron-down.svg) no-repeat center;
 }
 
 /* expansion content */
@@ -594,23 +594,23 @@ html[data-theme="light"] .icon {
 /* icon types */
 /* ->  info  */
 .cml-expansion-panel.info .cml-expansion-panel-summary:before {
-  background-image: url(/icons/ico-info-circle.svg);
+  background-image: url(docs/latest/icons/ico-info-circle.svg);
 }
 /* ->  tips  */
 .cml-expansion-panel.tips .cml-expansion-panel-summary:before {
-  background-image: url(/icons/ico-tips.svg);
+  background-image: url(docs/latest/icons/ico-tips.svg);
 }
 /* ->  alert  */
 .cml-expansion-panel.alert .cml-expansion-panel-summary:before {
-  background-image: url(/icons/ico-alert.svg);
+  background-image: url(docs/latest/icons/ico-alert.svg);
 }
 /* ->  screenshot  */
 .cml-expansion-panel.screenshot .cml-expansion-panel-summary:before {
-  background-image: url(/icons/ico-image.svg);
+  background-image: url(docs/latest/icons/ico-image.svg);
 }
 /* ->  configuration  */
 .cml-expansion-panel.configuration .cml-expansion-panel-summary:before {
-  background-image: url(/icons/ico-config.svg);
+  background-image: url(docs/latest/icons/ico-config.svg);
 }
 
 /* light mode */
@@ -701,48 +701,12 @@ html[data-theme="dark"] .alert--info {
 
 /* show visual identification for external links */
 .markdown a[href^="https://"] {
-  background: url(/icons/ico-open-in-new.svg) center right no-repeat;
+  background: url(docs/latest/icons/ico-open-in-new.svg) center right no-repeat;
   background-size: 0.9rem;
   margin-right: 0.4rem;
   padding-right: 1rem;
 }
 
-
-/* supported storages */
-
-.supported-storages {
-  margin: 1rem auto;
-  padding: 0;
-  display: flex;
-  flex-wrap: wrap;
-  justify-content: center;
-  gap: 0.5rem;
+.markdown .img-swt {
+  margin-bottom: 2.4rem;
 }
-.supported-storages > div {
-  padding: 1.6rem 1rem 0;
-  width: 8rem;
-  min-height: 8rem;
-  text-align: center;
-  font-size: 0.875rem;
-  font-weight: 500;
-  line-height: 1.2;
-  display: flex;
-  flex-direction: column;
-  align-items: center;
-  background-color: var(--ifm-toc-background-color);
-  border-radius: 1rem;
-}
-html[data-theme="light"] .supported-storages > div { 
-  background-color: var(--ifm-color-secondary);
-}
-.supported-storages img {
-  width: 48px;
-  height: 48px;
-  margin-bottom: 0.5rem;
-}
-@media only screen and (min-width: 767px) {
-  .supported-storages {
-    width: 80%;
-  }
-}
-
diff --git a/static/icons/ClearML_Supported_Storage--on-dark.png b/static/icons/ClearML_Supported_Storage--on-dark.png
new file mode 100644
index 00000000..263a9a44
Binary files /dev/null and b/static/icons/ClearML_Supported_Storage--on-dark.png differ
diff --git a/static/icons/ClearML_Supported_Storage--on-light.png b/static/icons/ClearML_Supported_Storage--on-light.png
new file mode 100644
index 00000000..17ed70e0
Binary files /dev/null and b/static/icons/ClearML_Supported_Storage--on-light.png differ