Small edits (#325)

docs/apps/clearml_param_search.md

@@ -25,7 +25,7 @@ of the optimization results in table and graph forms.
 |Name | Description| Optional |
 |---|----|---|
 |`--project-name`|Name of the project in which the optimization task will be created. If the project does not exist, it is created. If unspecified, the repository name is used.|<img src="/docs/latest/icons/ico-optional-yes.svg" alt="Yes" className="icon size-md center-md" />|
-|`--task-name`|The name of optimization task. If unspecified, the base Python script's file name is used.|<img src="/docs/latest/icons/ico-optional-yes.svg" alt="Yes" className="icon size-md center-md" />|
+|`--task-name`|Name of the optimization task. If unspecified, the base Python script's file name is used.|<img src="/docs/latest/icons/ico-optional-yes.svg" alt="Yes" className="icon size-md center-md" />|
 |`--task-id`|ID of an existing ClearML task whose hyperparameters will be optimized. Required unless `--script` is specified.|<img src="/docs/latest/icons/ico-optional-yes.svg" alt="Yes" className="icon size-md center-md" />|
 |`--script`|Script to run the parameter search on. Required unless `--task-id` is specified.|<img src="/docs/latest/icons/ico-optional-yes.svg" alt="Yes" className="icon size-md center-md" />|
 |`--queue`|Queue to enqueue the experiments on.|<img src="/docs/latest/icons/ico-optional-yes.svg" alt="Yes" className="icon size-md center-md" />|

docs/getting_started/architecture.md

@@ -2,11 +2,12 @@
 title: ClearML Modules
 ---
 
-- **ClearML Python Package** (clearml) for integrating ClearML into your existing code-base.
-- **ClearML Server** (clearml-server) storing experiment, model, and workflow data, and supporting the Web UI experiment manager. It is also the control plane for the MLOps.
-- **ClearML Agent** (clearml-agent) The MLOps orchestration agent. Enabling experiment and workflow reproducibility, and scalability.
-- **ClearML Data** (clearml-data) data management and versioning on top of file-systems/object-storage.
-- **ClearML Session** (clearml-session) Launch remote instances of Jupyter Notebooks and VSCode.
+- [**ClearML Python Package**](../getting_started/ds/ds_first_steps.md#install-clearml) (`clearml`) for integrating ClearML into your existing code-base.
+- [**ClearML Server**](../deploying_clearml/clearml_server.md) (`clearml-server`) for storing experiment, model, and workflow data, and supporting the Web UI experiment manager. It is also the control plane for the MLOps.
+- [**ClearML Agent**](../clearml_agent.md) (`clearml-agent`), the MLOps orchestration agent. Enabling experiment and workflow reproducibility, and scalability.
+- [**ClearML Data**](../clearml_data/clearml_data.md) (`clearml-data`) data management and versioning on top of file-systems/object-storage.
+- [**ClearML Serving**](../clearml_serving/clearml_serving.md) (`clearml-serving`) for model deployment and orchestration.
+- [**ClearML Session**](../apps/clearml_session.md) (`clearml-session`) for launching remote instances of Jupyter Notebooks and VSCode.
 Solutions combined with the clearml-server control plane.
 
 ![clearml architecture](../img/clearml_architecture.png)

docs/getting_started/mlops/mlops_second_steps.md

@@ -61,7 +61,7 @@ new_dataset.tags = ['latest']
 
 We passed the `parents` argument when we created v2 of the Dataset, which inherits all the parent's version content.
 This not only helps trace back dataset changes with full genealogy, but also makes our storage more efficient,
-since it only store the changed and / or added files from the parent versions.
+since it only stores the changed and / or added files from the parent versions.
 When we access the Dataset, it automatically merges the files from all parent versions 
 in a fully automatic and transparent process, as if the files were always part of the requested Dataset.
 

docs/release_notes/ver_1_1.md

@@ -119,7 +119,7 @@ clearml-serving module --id <serving_session_id> add --preprocess /path/to/prepr
 **Bug Fixes**
 * Fix `TriggerScheduler` on Dataset change [ClearML GitHub issue #491](https://github.com/allegroai/clearml/issues/491)
 * Fix links in Jupyter Notebooks [ClearML GitHub issue #505](https://github.com/allegroai/clearml/issues/505)
-* Fix `pandas` delta datetime conversion [ClearML GitHub issue #510](https://github.com/allegroai/clearml/issues/#510)
+* Fix `pandas` delta datetime conversion [ClearML GitHub issue #510](https://github.com/allegroai/clearml/issues/510)
 * Fix `matplotlib` auto-magic detect bar graph series name [ClearML GitHub issue #518](https://github.com/allegroai/clearml/issues/518)
 * Fix path limitation on storage services (posix, object storage) when storing target artifacts by limiting length of 
   project name (full path) and task name used for object path [ClearML GitHub issue #516](https://github.com/allegroai/clearml/issues/516)

docs/release_notes/ver_1_6.md

@@ -26,7 +26,7 @@ title: Version 1.6
 
 **Bug Fixes**
 * Fix dataset download [ClearML GitHub issue #713](https://github.com/allegroai/clearml/issues/713)
-* Fix lock is not released after dataset cache is downloaded [ClearML GitHub issue #671](https://github.com/allegroai/clearml/issues/708)
+* Fix lock is not released after dataset cache is downloaded [ClearML GitHub issue #671](https://github.com/allegroai/clearml/issues/671)
 * Fix deadlock might occur when using process pool large number processes [ClearML GitHub issue #674](https://github.com/allegroai/clearml/issues/674)
 * Fix 'series' not appearing on UI when using `logger.report_table()` [ClearML GitHub issue #684](https://github.com/allegroai/clearml/issues/684)
 * Fix `Task.init()` docstring to include behavior when executing remotely [ClearML GitHub PR #737](https://github.com/allegroai/clearml/pull/737)