Merge releases/2022.1 into master (#3403)

Wovchena · eaidova · Aleksei Korobeinikov · web-flow · commit e0517e7d9f0f · 2022-03-24T14:14:57.000+03:00
* BERT NER Demo: support dynamic shape (#3337) * BERT NER Demo: support dynamic shape * Update demos/bert_named_entity_recognition_demo/python/bert_named_entity_recognition_demo.py Co-authored-by: Aleksei Korobeinikov <aleksei.korobeinikov@intel.com> * Update demos/common/python/openvino/model_zoo/model_api/adapters/openvino_adapter.py Co-authored-by: Aleksei Korobeinikov <aleksei.korobeinikov@intel.com> * Apply suggestions from code review Co-authored-by: Anzhella Pankratova <anzhella.pankratova@intel.com> * Apply suggestions from code review Co-authored-by: Anzhella Pankratova <anzhella.pankratova@intel.com> * fix bounds for filtered_labels_id in BertNamedEntityRecognition wrapper (#3341) Co-authored-by: Aleksei Korobeinikov <aleksei.korobeinikov@intel.com> Co-authored-by: Anzhella Pankratova <anzhella.pankratova@intel.com> * put sphinx tables to mardown comments (#3346) (#3348) * fix deployment_tools in docs (#3364) (#3370) * remove old and deprecated deployment_tools path * Apply suggestions from code review Co-authored-by: Ekaterina Aidova <ekaterina.aidova@intel.com> * restore auto-generated files * rm VS2017 * restore DAV file Co-authored-by: Ekaterina Aidova <ekaterina.aidova@intel.com> Co-authored-by: Ekaterina Aidova <ekaterina.aidova@intel.com> * Work around Layout == str issue (#3358) (#3371) The Layout utility datatype was recently introduced. However, it seems to be polymorphic depending on the way it was constructed: sometimes it's just a string, sometimes it has a data member called "layout". This is just a fix to make OVMSAdapter work with the most common use case. There is a bigger fix needed to patch all code paths in OVMSAdapter and OpenvinoAdapter. Co-authored-by: Nico Galoppo <nico.galoppo@intel.com> * docs: remove InferenceEngine_DIR, ngraph_DIR, add Ubuntu20 (#3380) (#3383) Ticket 82028 * fix hard links (#3389) (#3390) * fix hard links (#3389) * fix outdated link * more outfated links fixed * Apply suggestions from code review Co-authored-by: Andrey Zaytsev <andrey.zaytsev@intel.com> Co-authored-by: Andrey Zaytsev <andrey.zaytsev@intel.com> * fix MO links (#3399) * fix MO link * update GNHK dataset link Co-authored-by: Ekaterina Aidova <ekaterina.aidova@intel.com> Co-authored-by: Aleksei Korobeinikov <aleksei.korobeinikov@intel.com> Co-authored-by: Anzhella Pankratova <anzhella.pankratova@intel.com> Co-authored-by: Vladimir Dudnik <vladimir.dudnik@intel.com> Co-authored-by: Nico Galoppo <nico.galoppo@intel.com> Co-authored-by: Andrey Zaytsev <andrey.zaytsev@intel.com>
diff --git a/demos/3d_segmentation_demo/python/README.md b/demos/3d_segmentation_demo/python/README.md
@@ -110,5 +110,5 @@ The demo reports
 ## See Also
 
 * [Open Model Zoo Demos](../../README.md)
-* [Model Optimizer](https://docs.openvino.ai/latest/_docs_MO_DG_Deep_Learning_Model_Optimizer_DevGuide.html)
+* [Model Optimizer](https://docs.openvino.ai/latest/openvino_docs_MO_DG_Deep_Learning_Model_Optimizer_DevGuide.html)
 * [Model Downloader](../../../tools/model_tools/README.md)
diff --git a/demos/action_recognition_demo/python/README.md b/demos/action_recognition_demo/python/README.md
@@ -147,5 +147,5 @@ The application uses OpenCV to display the real-time action recognition results
 ## See Also
 
 * [Open Model Zoo Demos](../../README.md)
-* [Model Optimizer](https://docs.openvino.ai/latest/_docs_MO_DG_Deep_Learning_Model_Optimizer_DevGuide.html)
+* [Model Optimizer](https://docs.openvino.ai/latest/openvino_docs_MO_DG_Deep_Learning_Model_Optimizer_DevGuide.html)
 * [Model Downloader](../../../tools/model_tools/README.md)
diff --git a/demos/background_subtraction_demo/cpp_gapi/README.md b/demos/background_subtraction_demo/cpp_gapi/README.md
@@ -114,5 +114,5 @@ The demo reports
 ## See Also
 
 * [Open Model Zoo Demos](../../README.md)
-* [Model Optimizer](https://docs.openvino.ai/latest/_docs_MO_DG_Deep_Learning_Model_Optimizer_DevGuide.html)
+* [Model Optimizer](https://docs.openvino.ai/latest/openvino_docs_MO_DG_Deep_Learning_Model_Optimizer_DevGuide.html)
 * [Model Downloader](../../../tools/model_tools/README.md)
diff --git a/demos/background_subtraction_demo/python/README.md b/demos/background_subtraction_demo/python/README.md
@@ -233,5 +233,5 @@ You can use these metrics to measure application-level performance.
 ## See Also
 
 * [Open Model Zoo Demos](../../README.md)
-* [Model Optimizer](https://docs.openvino.ai/latest/_docs_MO_DG_Deep_Learning_Model_Optimizer_DevGuide.html)
+* [Model Optimizer](https://docs.openvino.ai/latest/openvino_docs_MO_DG_Deep_Learning_Model_Optimizer_DevGuide.html)
 * [Model Downloader](../../../tools/model_tools/README.md)
diff --git a/demos/bert_named_entity_recognition_demo/python/README.md b/demos/bert_named_entity_recognition_demo/python/README.md
@@ -131,6 +131,6 @@ Notice that when the original "context" (text from the url) does not fit the mod
 ## See Also
 
 * [Open Model Zoo Demos](../../README.md)
-* [Model Optimizer](https://docs.openvino.ai/latest/_docs_MO_DG_Deep_Learning_Model_Optimizer_DevGuide.html)
+* [Model Optimizer](https://docs.openvino.ai/latest/openvino_docs_MO_DG_Deep_Learning_Model_Optimizer_DevGuide.html)
 * [Model Downloader](../../../tools/model_tools/README.md)
 * [Benchmark C++ Sample](https://docs.openvino.ai/latest/_inference_engine_samples_benchmark_app_README.html)
diff --git a/demos/bert_question_answering_demo/python/README.md b/demos/bert_question_answering_demo/python/README.md
@@ -175,6 +175,6 @@ Thus, for the long texts, the network is called multiple times. The results are
 ## See Also
 
 * [Open Model Zoo Demos](../../README.md)
-* [Model Optimizer](https://docs.openvino.ai/latest/_docs_MO_DG_Deep_Learning_Model_Optimizer_DevGuide.html)
+* [Model Optimizer](https://docs.openvino.ai/latest/openvino_docs_MO_DG_Deep_Learning_Model_Optimizer_DevGuide.html)
 * [Model Downloader](../../../tools/model_tools/README.md)
 * [Benchmark C++ Sample](https://docs.openvino.ai/latest/_inference_engine_samples_benchmark_app_README.html)
diff --git a/demos/bert_question_answering_embedding_demo/python/README.md b/demos/bert_question_answering_embedding_demo/python/README.md
@@ -164,6 +164,6 @@ Thus, for the long paragraph texts, the network is called multiple times as for
 ## See Also
 
 * [Open Model Zoo Demos](../../README.md)
-* [Model Optimizer](https://docs.openvino.ai/latest/_docs_MO_DG_Deep_Learning_Model_Optimizer_DevGuide.html)
+* [Model Optimizer](https://docs.openvino.ai/latest/openvino_docs_MO_DG_Deep_Learning_Model_Optimizer_DevGuide.html)
 * [Model Downloader](../../../tools/model_tools/README.md)
 * [Benchmark C++ Sample](https://docs.openvino.ai/latest/_inference_engine_samples_benchmark_app_README.html)
diff --git a/demos/classification_benchmark_demo/cpp/README.md b/demos/classification_benchmark_demo/cpp/README.md
@@ -174,5 +174,5 @@ You can use these metrics to measure application-level performance.
 ## See Also
 
 * [Open Model Zoo Demos](../../README.md)
-* [Model Optimizer](https://docs.openvino.ai/latest/_docs_MO_DG_Deep_Learning_Model_Optimizer_DevGuide.html)
+* [Model Optimizer](https://docs.openvino.ai/latest/openvino_docs_MO_DG_Deep_Learning_Model_Optimizer_DevGuide.html)
 * [Model Downloader](../../../tools/model_tools/README.md)
diff --git a/demos/classification_demo/python/README.md b/demos/classification_demo/python/README.md
@@ -236,5 +236,5 @@ You can use these metrics to measure application-level performance.
 ## See Also
 
 * [Open Model Zoo Demos](../../README.md)
-* [Model Optimizer](https://docs.openvino.ai/latest/_docs_MO_DG_Deep_Learning_Model_Optimizer_DevGuide.html)
+* [Model Optimizer](https://docs.openvino.ai/latest/openvino_docs_MO_DG_Deep_Learning_Model_Optimizer_DevGuide.html)
 * [Model Downloader](../../../tools/model_tools/README.md)
diff --git a/demos/colorization_demo/python/README.md b/demos/colorization_demo/python/README.md
@@ -96,5 +96,5 @@ You can use both of these metrics to measure application-level performance.
 ## See Also
 
 * [Open Model Zoo Demos](../../README.md)
-* [Model Optimizer](https://docs.openvino.ai/latest/_docs_MO_DG_Deep_Learning_Model_Optimizer_DevGuide.html)
+* [Model Optimizer](https://docs.openvino.ai/latest/openvino_docs_MO_DG_Deep_Learning_Model_Optimizer_DevGuide.html)
 * [Model Downloader](../../../tools/model_tools/README.md)
diff --git a/demos/crossroad_camera_demo/cpp/README.md b/demos/crossroad_camera_demo/cpp/README.md
@@ -139,5 +139,5 @@ You can use these metrics to measure application-level performance.
 ## See Also
 
 * [Open Model Zoo Demos](../../README.md)
-* [Model Optimizer](https://docs.openvino.ai/latest/_docs_MO_DG_Deep_Learning_Model_Optimizer_DevGuide.html)
+* [Model Optimizer](https://docs.openvino.ai/latest/openvino_docs_MO_DG_Deep_Learning_Model_Optimizer_DevGuide.html)
 * [Model Downloader](../../../tools/model_tools/README.md)
diff --git a/demos/deblurring_demo/python/README.md b/demos/deblurring_demo/python/README.md
@@ -149,5 +149,5 @@ You can use these metrics to measure application-level performance.
 ## See Also
 
 * [Open Model Zoo Demos](../../README.md)
-* [Model Optimizer](https://docs.openvino.ai/latest/_docs_MO_DG_Deep_Learning_Model_Optimizer_DevGuide.html)
+* [Model Optimizer](https://docs.openvino.ai/latest/openvino_docs_MO_DG_Deep_Learning_Model_Optimizer_DevGuide.html)
 * [Model Downloader](../../../tools/model_tools/README.md)
diff --git a/demos/face_detection_mtcnn_demo/cpp_gapi/README.md b/demos/face_detection_mtcnn_demo/cpp_gapi/README.md
@@ -107,5 +107,5 @@ The demo reports
 ## See Also
 
 * [Open Model Zoo Demos](../../README.md)
-* [Model Optimizer](https://docs.openvino.ai/latest/_docs_MO_DG_Deep_Learning_Model_Optimizer_DevGuide.html)
+* [Model Optimizer](https://docs.openvino.ai/latest/openvino_docs_MO_DG_Deep_Learning_Model_Optimizer_DevGuide.html)
 * [Model Downloader](../../../tools/model_tools/README.md)
diff --git a/demos/face_detection_mtcnn_demo/python/README.md b/demos/face_detection_mtcnn_demo/python/README.md
@@ -112,5 +112,5 @@ You can use both of these metrics to measure application-level performance.
 ## See Also
 
 * [Open Model Zoo Demos](../../README.md)
-* [Model Optimizer](https://docs.openvino.ai/latest/_docs_MO_DG_Deep_Learning_Model_Optimizer_DevGuide.html)
+* [Model Optimizer](https://docs.openvino.ai/latest/openvino_docs_MO_DG_Deep_Learning_Model_Optimizer_DevGuide.html)
 * [Model Downloader](../../../tools/model_tools/README.md)
diff --git a/demos/face_recognition_demo/python/README.md b/demos/face_recognition_demo/python/README.md
@@ -227,5 +227,5 @@ You can use both of these metrics to measure application-level performance.
 ## See also
 
 * [Open Model Zoo Demos](../../README.md)
-* [Model Optimizer](https://docs.openvino.ai/latest/_docs_MO_DG_Deep_Learning_Model_Optimizer_DevGuide.html)
+* [Model Optimizer](https://docs.openvino.ai/latest/openvino_docs_MO_DG_Deep_Learning_Model_Optimizer_DevGuide.html)
 * [Model Downloader](../../../tools/model_tools/README.md)
diff --git a/demos/formula_recognition_demo/python/README.md b/demos/formula_recognition_demo/python/README.md
@@ -265,5 +265,5 @@ The application outputs recognized formula into the console or into the file.
 ## See Also
 
 * [Open Model Zoo Demos](../../README.md)
-* [Model Optimizer](https://docs.openvino.ai/latest/_docs_MO_DG_Deep_Learning_Model_Optimizer_DevGuide.html)
+* [Model Optimizer](https://docs.openvino.ai/latest/openvino_docs_MO_DG_Deep_Learning_Model_Optimizer_DevGuide.html)
 * [Model Downloader](../../../tools/model_tools/README.md)
diff --git a/demos/gaze_estimation_demo/cpp/README.md b/demos/gaze_estimation_demo/cpp/README.md
@@ -143,5 +143,5 @@ You can use these metrics to measure application-level performance.
 ## See Also
 
 * [Open Model Zoo Demos](../../README.md)
-* [Model Optimizer](https://docs.openvino.ai/latest/_docs_MO_DG_Deep_Learning_Model_Optimizer_DevGuide.html)
+* [Model Optimizer](https://docs.openvino.ai/latest/openvino_docs_MO_DG_Deep_Learning_Model_Optimizer_DevGuide.html)
 * [Model Downloader](../../../tools/model_tools/README.md)
diff --git a/demos/gaze_estimation_demo/cpp_gapi/README.md b/demos/gaze_estimation_demo/cpp_gapi/README.md
@@ -127,5 +127,5 @@ You can use these metrics to measure application-level performance.
 ## See Also
 
 * [Open Model Zoo Demos](../../README.md)
-* [Model Optimizer](https://docs.openvino.ai/latest/_docs_MO_DG_Deep_Learning_Model_Optimizer_DevGuide.html)
+* [Model Optimizer](https://docs.openvino.ai/latest/openvino_docs_MO_DG_Deep_Learning_Model_Optimizer_DevGuide.html)
 * [Model Downloader](../../../tools/model_tools/README.md)
diff --git a/demos/gesture_recognition_demo/cpp_gapi/README.md b/demos/gesture_recognition_demo/cpp_gapi/README.md
@@ -117,5 +117,5 @@ The application uses OpenCV to display gesture recognition result and current in
 ## See Also
 
 * [Open Model Zoo Demos](../../README.md)
-* [Model Optimizer](https://docs.openvino.ai/latest/_docs_MO_DG_Deep_Learning_Model_Optimizer_DevGuide.html)
+* [Model Optimizer](https://docs.openvino.ai/latest/openvino_docs_MO_DG_Deep_Learning_Model_Optimizer_DevGuide.html)
 * [Model Downloader](../../../tools/model_tools/README.md)
diff --git a/demos/gesture_recognition_demo/python/README.md b/demos/gesture_recognition_demo/python/README.md
@@ -140,5 +140,5 @@ You can use both of these metrics to measure application-level performance.
 ## See Also
 
 * [Open Model Zoo Demos](../../README.md)
-* [Model Optimizer](https://docs.openvino.ai/latest/_docs_MO_DG_Deep_Learning_Model_Optimizer_DevGuide.html)
+* [Model Optimizer](https://docs.openvino.ai/latest/openvino_docs_MO_DG_Deep_Learning_Model_Optimizer_DevGuide.html)
 * [Model Downloader](../../../tools/model_tools/README.md)
diff --git a/demos/gpt2_text_prediction_demo/python/README.md b/demos/gpt2_text_prediction_demo/python/README.md
@@ -89,5 +89,5 @@ You can use the following command to try the demo (assuming the used model from
 ## See Also
 
 * [Open Model Zoo Demos](../../README.md)
-* [Model Optimizer](https://docs.openvino.ai/latest/_docs_MO_DG_Deep_Learning_Model_Optimizer_DevGuide.html)
+* [Model Optimizer](https://docs.openvino.ai/latest/openvino_docs_MO_DG_Deep_Learning_Model_Optimizer_DevGuide.html)
 * [Model Downloader](../../../tools/model_tools/README.md)
diff --git a/demos/handwritten_text_recognition_demo/python/README.md b/demos/handwritten_text_recognition_demo/python/README.md
@@ -1,6 +1,6 @@
 # Handwritten Text Recognition Demo
 
-This example demonstrates an approach to recognize handwritten Japanese, simplified Chinese, and English text lines using OpenVINO™. For Japanese, this demo supports all the characters in datasets [Kondate](http://web.tuat.ac.jp/~nakagawa/database/en/kondate_about.html) and [Nakayosi](http://web.tuat.ac.jp/~nakagawa/database/en/about_nakayosi.html). For simplified Chinese, it supports the characters in [SCUT-EPT](https://github.com/HCIILAB/SCUT-EPT_Dataset_Release). For English, it supports the characters in [GNHK](https://goodnotes.com/gnhk/).
+This example demonstrates an approach to recognize handwritten Japanese, simplified Chinese, and English text lines using OpenVINO™. For Japanese, this demo supports all the characters in datasets [Kondate](http://web.tuat.ac.jp/~nakagawa/database/en/kondate_about.html) and [Nakayosi](http://web.tuat.ac.jp/~nakagawa/database/en/about_nakayosi.html). For simplified Chinese, it supports the characters in [SCUT-EPT](https://github.com/HCIILAB/SCUT-EPT_Dataset_Release). For English, it supports the characters in [GNHK](https://www.amazon.science/publications/gnhk-a-dataset-for-english-handwriting-in-the-wild).
 ## How It Works
 
 The demo workflow is the following:
@@ -104,5 +104,5 @@ The demo reports
 ## See Also
 
 * [Open Model Zoo Demos](../../README.md)
-* [Model Optimizer](https://docs.openvino.ai/latest/_docs_MO_DG_Deep_Learning_Model_Optimizer_DevGuide.html)
+* [Model Optimizer](https://docs.openvino.ai/latest/openvino_docs_MO_DG_Deep_Learning_Model_Optimizer_DevGuide.html)
 * [Model Downloader](../../../tools/model_tools/README.md)
diff --git a/demos/human_pose_estimation_3d_demo/python/README.md b/demos/human_pose_estimation_3d_demo/python/README.md
@@ -127,5 +127,5 @@ You can use both of these metrics to measure application-level performance.
 ## See Also
 
 * [Open Model Zoo Demos](../../README.md)
-* [Model Optimizer](https://docs.openvino.ai/latest/_docs_MO_DG_Deep_Learning_Model_Optimizer_DevGuide.html)
+* [Model Optimizer](https://docs.openvino.ai/latest/openvino_docs_MO_DG_Deep_Learning_Model_Optimizer_DevGuide.html)
 * [Model Downloader](../../../tools/model_tools/README.md)
diff --git a/demos/human_pose_estimation_demo/cpp/README.md b/demos/human_pose_estimation_demo/cpp/README.md
@@ -106,5 +106,5 @@ You can use these metrics to measure application-level performance.
 ## See Also
 
 * [Open Model Zoo Demos](../../README.md)
-* [Model Optimizer](https://docs.openvino.ai/latest/_docs_MO_DG_Deep_Learning_Model_Optimizer_DevGuide.html)
+* [Model Optimizer](https://docs.openvino.ai/latest/openvino_docs_MO_DG_Deep_Learning_Model_Optimizer_DevGuide.html)
 * [Model Downloader](../../../tools/model_tools/README.md)
diff --git a/demos/human_pose_estimation_demo/python/README.md b/demos/human_pose_estimation_demo/python/README.md
@@ -167,5 +167,5 @@ You can use these metrics to measure application-level performance.
 ## See Also
 
 * [Open Model Zoo Demos](../../README.md)
-* [Model Optimizer](https://docs.openvino.ai/latest/_docs_MO_DG_Deep_Learning_Model_Optimizer_DevGuide.html)
+* [Model Optimizer](https://docs.openvino.ai/latest/openvino_docs_MO_DG_Deep_Learning_Model_Optimizer_DevGuide.html)
 * [Model Downloader](../../../tools/model_tools/README.md)
diff --git a/demos/image_inpainting_demo/python/README.md b/demos/image_inpainting_demo/python/README.md
@@ -120,5 +120,5 @@ In interactive mode this demo provides interactive means to apply mask and see t
 ## See Also
 
 * [Open Model Zoo Demos](../../README.md)
-* [Model Optimizer](https://docs.openvino.ai/latest/_docs_MO_DG_Deep_Learning_Model_Optimizer_DevGuide.html)
+* [Model Optimizer](https://docs.openvino.ai/latest/openvino_docs_MO_DG_Deep_Learning_Model_Optimizer_DevGuide.html)
 * [Model Downloader](../../../tools/model_tools/README.md)
diff --git a/demos/image_processing_demo/cpp/README.md b/demos/image_processing_demo/cpp/README.md
@@ -151,5 +151,5 @@ You can use these metrics to measure application-level performance.
 ## See Also
 
 * [Open Model Zoo Demos](../../README.md)
-* [Model Optimizer](https://docs.openvino.ai/latest/_docs_MO_DG_Deep_Learning_Model_Optimizer_DevGuide.html)
+* [Model Optimizer](https://docs.openvino.ai/latest/openvino_docs_MO_DG_Deep_Learning_Model_Optimizer_DevGuide.html)
 * [Model Downloader](../../../tools/model_tools/README.md)
diff --git a/demos/image_retrieval_demo/python/README.md b/demos/image_retrieval_demo/python/README.md
@@ -121,5 +121,5 @@ You can use both of these metrics to measure application-level performance.
 ## See Also
 
 * [Open Model Zoo Demos](../../README.md)
-* [Model Optimizer](https://docs.openvino.ai/latest/_docs_MO_DG_Deep_Learning_Model_Optimizer_DevGuide.html)
+* [Model Optimizer](https://docs.openvino.ai/latest/openvino_docs_MO_DG_Deep_Learning_Model_Optimizer_DevGuide.html)
 * [Model Downloader](../../../tools/model_tools/README.md)
diff --git a/demos/image_translation_demo/python/README.md b/demos/image_translation_demo/python/README.md
@@ -117,5 +117,5 @@ The results of the demo processing are saved to a folder that is specified by th
 ## See Also
 
 * [Open Model Zoo Demos](../../README.md)
-* [Model Optimizer](https://docs.openvino.ai/latest/_docs_MO_DG_Deep_Learning_Model_Optimizer_DevGuide.html)
+* [Model Optimizer](https://docs.openvino.ai/latest/openvino_docs_MO_DG_Deep_Learning_Model_Optimizer_DevGuide.html)
 * [Model Downloader](../../../tools/model_tools/README.md)
diff --git a/demos/instance_segmentation_demo/python/README.md b/demos/instance_segmentation_demo/python/README.md
@@ -183,5 +183,5 @@ You can use these metrics to measure application-level performance.
 ## See Also
 
 * [Open Model Zoo Demos](../../README.md)
-* [Model Optimizer](https://docs.openvino.ai/latest/_docs_MO_DG_Deep_Learning_Model_Optimizer_DevGuide.html)
+* [Model Optimizer](https://docs.openvino.ai/latest/openvino_docs_MO_DG_Deep_Learning_Model_Optimizer_DevGuide.html)
 * [Model Downloader](../../../tools/model_tools/README.md)
diff --git a/demos/interactive_face_detection_demo/cpp/README.md b/demos/interactive_face_detection_demo/cpp/README.md
@@ -130,5 +130,5 @@ You can use these metrics to measure application-level performance.
 ## See Also
 
 * [Open Model Zoo Demos](../../README.md)
-* [Model Optimizer](https://docs.openvino.ai/latest/_docs_MO_DG_Deep_Learning_Model_Optimizer_DevGuide.html)
+* [Model Optimizer](https://docs.openvino.ai/latest/openvino_docs_MO_DG_Deep_Learning_Model_Optimizer_DevGuide.html)
 * [Model Downloader](../../../tools/model_tools/README.md)
diff --git a/demos/interactive_face_detection_demo/cpp_gapi/README.md b/demos/interactive_face_detection_demo/cpp_gapi/README.md
@@ -139,5 +139,5 @@ You can use this metric to measure application-level performance.
 ## See Also
 
 * [Open Model Zoo Demos](../../README.md)
-* [Model Optimizer](https://docs.openvino.ai/latest/_docs_MO_DG_Deep_Learning_Model_Optimizer_DevGuide.html)
+* [Model Optimizer](https://docs.openvino.ai/latest/openvino_docs_MO_DG_Deep_Learning_Model_Optimizer_DevGuide.html)
 * [Model Downloader](../../../tools/model_tools/README.md)
diff --git a/demos/machine_translation_demo/python/README.md b/demos/machine_translation_demo/python/README.md
@@ -90,5 +90,5 @@ The demo reports
 ## See Also
 
 * [Open Model Zoo Demos](../../README.md)
-* [Model Optimizer](https://docs.openvino.ai/latest/_docs_MO_DG_Deep_Learning_Model_Optimizer_DevGuide.html)
+* [Model Optimizer](https://docs.openvino.ai/latest/openvino_docs_MO_DG_Deep_Learning_Model_Optimizer_DevGuide.html)
 * [Model Downloader](../../../tools/model_tools/README.md)
diff --git a/demos/mask_rcnn_demo/cpp/README.md b/demos/mask_rcnn_demo/cpp/README.md
@@ -70,5 +70,5 @@ You can use this metric to measure application-level performance.
 ## See Also
 
 * [Open Model Zoo Demos](../../README.md)
-* [Model Optimizer](https://docs.openvino.ai/latest/_docs_MO_DG_Deep_Learning_Model_Optimizer_DevGuide.html)
+* [Model Optimizer](https://docs.openvino.ai/latest/openvino_docs_MO_DG_Deep_Learning_Model_Optimizer_DevGuide.html)
 * [Model Downloader](../../../tools/model_tools/README.md)
diff --git a/demos/monodepth_demo/python/README.md b/demos/monodepth_demo/python/README.md
@@ -155,5 +155,5 @@ You can use both of these metrics to measure application-level performance.
 ## See Also
 
 * [Open Model Zoo Demos](../../README.md)
-* [Model Optimizer](https://docs.openvino.ai/latest/_docs_MO_DG_Deep_Learning_Model_Optimizer_DevGuide.html)
+* [Model Optimizer](https://docs.openvino.ai/latest/openvino_docs_MO_DG_Deep_Learning_Model_Optimizer_DevGuide.html)
 * [Model Downloader](../../../tools/model_tools/README.md)
diff --git a/demos/multi_camera_multi_target_tracking_demo/python/README.md b/demos/multi_camera_multi_target_tracking_demo/python/README.md
@@ -294,5 +294,5 @@ If it is `True` an image with object will be drawn for every embedding instead o
 ## See Also
 
 * [Open Model Zoo Demos](../../README.md)
-* [Model Optimizer](https://docs.openvino.ai/latest/_docs_MO_DG_Deep_Learning_Model_Optimizer_DevGuide.html)
+* [Model Optimizer](https://docs.openvino.ai/latest/openvino_docs_MO_DG_Deep_Learning_Model_Optimizer_DevGuide.html)
 * [Model Downloader](../../../tools/model_tools/README.md)
diff --git a/demos/multi_channel_face_detection_demo/cpp/README.md b/demos/multi_channel_face_detection_demo/cpp/README.md
@@ -123,5 +123,5 @@ You can use these metrics to measure application-level performance.
 ## See Also
 
 * [Open Model Zoo Demos](../../README.md)
-* [Model Optimizer](https://docs.openvino.ai/latest/_docs_MO_DG_Deep_Learning_Model_Optimizer_DevGuide.html)
+* [Model Optimizer](https://docs.openvino.ai/latest/openvino_docs_MO_DG_Deep_Learning_Model_Optimizer_DevGuide.html)
 * [Model Downloader](../../../tools/model_tools/README.md)
diff --git a/demos/multi_channel_human_pose_estimation_demo/cpp/README.md b/demos/multi_channel_human_pose_estimation_demo/cpp/README.md
@@ -119,5 +119,5 @@ You can use these metrics to measure application-level performance.
 ## See Also
 
 * [Open Model Zoo Demos](../../README.md)
-* [Model Optimizer](https://docs.openvino.ai/latest/_docs_MO_DG_Deep_Learning_Model_Optimizer_DevGuide.html)
+* [Model Optimizer](https://docs.openvino.ai/latest/openvino_docs_MO_DG_Deep_Learning_Model_Optimizer_DevGuide.html)
 * [Model Downloader](../../../tools/model_tools/README.md)
diff --git a/demos/multi_channel_object_detection_demo_yolov3/cpp/README.md b/demos/multi_channel_object_detection_demo_yolov3/cpp/README.md
@@ -122,5 +122,5 @@ You can use these metrics to measure application-level performance.
 ## See Also
 
 * [Open Model Zoo Demos](../../README.md)
-* [Model Optimizer](https://docs.openvino.ai/latest/_docs_MO_DG_Deep_Learning_Model_Optimizer_DevGuide.html)
+* [Model Optimizer](https://docs.openvino.ai/latest/openvino_docs_MO_DG_Deep_Learning_Model_Optimizer_DevGuide.html)
 * [Model Downloader](../../../tools/model_tools/README.md)
diff --git a/demos/noise_suppression_demo/cpp/README.md b/demos/noise_suppression_demo/cpp/README.md
@@ -59,6 +59,6 @@ The demo reports
 
 ## See Also
 * [Open Model Zoo Demos](../../README.md)
-* [Model Optimizer](https://docs.openvino.ai/latest/_docs_MO_DG_Deep_Learning_Model_Optimizer_DevGuide.html)
+* [Model Optimizer](https://docs.openvino.ai/latest/openvino_docs_MO_DG_Deep_Learning_Model_Optimizer_DevGuide.html)
 * [Model Downloader](../../../tools/model_tools/README.md)
 * [Benchmark C++ Sample](https://docs.openvino.ai/latest/_inference_engine_samples_benchmark_app_README.html)
diff --git a/demos/noise_suppression_demo/python/README.md b/demos/noise_suppression_demo/python/README.md
@@ -55,6 +55,6 @@ The demo reports
 
 ## See Also
 * [Open Model Zoo Demos](../../README.md)
-* [Model Optimizer](https://docs.openvino.ai/latest/_docs_MO_DG_Deep_Learning_Model_Optimizer_DevGuide.html)
+* [Model Optimizer](https://docs.openvino.ai/latest/openvino_docs_MO_DG_Deep_Learning_Model_Optimizer_DevGuide.html)
 * [Model Downloader](../../../tools/model_tools/README.md)
 * [Benchmark C++ Sample](https://docs.openvino.ai/latest/_inference_engine_samples_benchmark_app_README.html)
diff --git a/demos/object_detection_demo/cpp/README.md b/demos/object_detection_demo/cpp/README.md
@@ -51,7 +51,7 @@ as shown in code mockup below:
     }
 ```
 
-For more details on the requests-based OpenVINO™ Runtime API, including the Async execution, refer to [Integrate the OpenVINO™ Runtime with Your Application](https://docs.openvino.ai/latest/_docs_IE_DG_Integrate_with_customer_application_new_API.html).
+For more details on the requests-based OpenVINO™ Runtime API, including the Async execution, refer to [Integrate the OpenVINO™ Runtime with Your Application](https://docs.openvino.ai/latest/openvino_docs_Integrate_OV_with_your_application.html).
 
 ## Preparing to Run
 
@@ -223,5 +223,5 @@ You can use these metrics to measure application-level performance.
 ## See Also
 
 * [Open Model Zoo Demos](../../README.md)
-* [Model Optimizer](https://docs.openvino.ai/latest/_docs_MO_DG_Deep_Learning_Model_Optimizer_DevGuide.html)
+* [Model Optimizer](https://docs.openvino.ai/latest/openvino_docs_MO_DG_Deep_Learning_Model_Optimizer_DevGuide.html)
 * [Model Downloader](../../../tools/model_tools/README.md)
diff --git a/demos/object_detection_demo/python/README.md b/demos/object_detection_demo/python/README.md
diff --git a/demos/pedestrian_tracker_demo/cpp/README.md b/demos/pedestrian_tracker_demo/cpp/README.md
diff --git a/demos/place_recognition_demo/python/README.md b/demos/place_recognition_demo/python/README.md
diff --git a/demos/security_barrier_camera_demo/cpp/README.md b/demos/security_barrier_camera_demo/cpp/README.md
diff --git a/demos/segmentation_demo/cpp/README.md b/demos/segmentation_demo/cpp/README.md
diff --git a/demos/segmentation_demo/python/README.md b/demos/segmentation_demo/python/README.md
diff --git a/demos/single_human_pose_estimation_demo/python/README.md b/demos/single_human_pose_estimation_demo/python/README.md
diff --git a/demos/smart_classroom_demo/cpp/README.md b/demos/smart_classroom_demo/cpp/README.md
diff --git a/demos/smart_classroom_demo/cpp_gapi/README.md b/demos/smart_classroom_demo/cpp_gapi/README.md
diff --git a/demos/smartlab_demo/python/README.md b/demos/smartlab_demo/python/README.md
diff --git a/demos/social_distance_demo/cpp/README.md b/demos/social_distance_demo/cpp/README.md
diff --git a/demos/sound_classification_demo/python/README.md b/demos/sound_classification_demo/python/README.md
diff --git a/demos/speech_recognition_deepspeech_demo/python/README.md b/demos/speech_recognition_deepspeech_demo/python/README.md
diff --git a/demos/speech_recognition_quartznet_demo/python/README.md b/demos/speech_recognition_quartznet_demo/python/README.md
diff --git a/demos/speech_recognition_wav2vec_demo/python/README.md b/demos/speech_recognition_wav2vec_demo/python/README.md
diff --git a/demos/text_detection_demo/cpp/README.md b/demos/text_detection_demo/cpp/README.md
diff --git a/demos/text_spotting_demo/python/README.md b/demos/text_spotting_demo/python/README.md
diff --git a/demos/text_to_speech_demo/python/README.md b/demos/text_to_speech_demo/python/README.md
diff --git a/demos/time_series_forecasting_demo/python/README.md b/demos/time_series_forecasting_demo/python/README.md
diff --git a/demos/whiteboard_inpainting_demo/python/README.md b/demos/whiteboard_inpainting_demo/python/README.md
