[DOCS] release final touches (openvinotoolkit#25034)

allnes · Jun 26, 2024 · 1ca91df · 1ca91df
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diff --git a/docs/articles_en/about-openvino/compatibility-and-support/supported-models.rst b/docs/articles_en/about-openvino/compatibility-and-support/supported-models.rst
@@ -35,6 +35,8 @@ by OpenVINO may also work properly.
 
 
 | Note:
+| The results as of June 17 2024, for OpenVINO version 2024.2.
+
 | The validation process involves using OpenVINO, natively or as a backend, to load each model
   onto the designated hardware and execute inference. If no errors are reported and inference
   finishes, the model receives the **passed** status (indicated by a check mark in the table).
@@ -43,5 +45,5 @@ by OpenVINO may also work properly.
 | The models come from different public model repositories, such as, OpenVINO Model Zoo,
   ONNX Model Zoo, Pytorch Model Zoo, and HuggingFace.
 
-| In the precision column, optimum-intel default corresponds to FP32 for small models and INT8
-  for models greater than 1B parameters.
+| In the precision column, the "optimum-intel default" label corresponds to FP32 for small
+  models and INT8 for models greater than 1B parameters.
diff --git a/docs/articles_en/about-openvino/release-notes-openvino.rst b/docs/articles_en/about-openvino/release-notes-openvino.rst
@@ -35,7 +35,7 @@ What's new
     Python Custom Operation empowers users to implement their own specialized operations into
     any model.
   * Notebooks expansion to ensure better coverage for new models. Noteworthy notebooks added:
-    DynamiCrafter, YOLOv10, and Chatbot notebook with Phi-3.
+    DynamiCrafter, YOLOv10, Chatbot notebook with Phi-3, and QWEN2.
 
 
 * Broader Large Language Model (LLM) support and more model compression techniques.
@@ -52,7 +52,7 @@ What's new
 
   * Model Serving Enhancements:
 
-    * OpenVINO Model Server (OVMS) now supports OpenAI-compatible API along with Continuous
+    * Preview: OpenVINO Model Server (OVMS) now supports OpenAI-compatible API along with Continuous
       Batching and PagedAttention, enabling significantly higher throughput for parallel
       inferencing, especially on Intel® Xeon® processors, when serving LLMs to many concurrent
       users.
@@ -61,13 +61,14 @@ What's new
     * Integration of TorchServe through torch.compile OpenVINO backend for easy model deployment,
       provisioning to multiple instances, model versioning, and maintenance.
 
-  * Addition of the Generate API, a simplified API for text generation using large language
+  * Preview: addition of the Generate API, a simplified API for text generation using large language
     models with only a few lines of code. The API is available through the newly launched
     OpenVINO GenAI package.
   * Support for Intel Atom® Processor X Series. For more details, see :doc:`System Requirements <./release-notes-openvino/system-requirements>`.
   * Preview: Support for Intel® Xeon® 6 processor.
 
 
+
 OpenVINO™ Runtime
 +++++++++++++++++++++++++++++
 

diff --git a/docs/sphinx_setup/index.rst b/docs/sphinx_setup/index.rst
@@ -14,6 +14,7 @@ and on-device, in the browser or in the cloud.
 Check out the `OpenVINO Cheat Sheet. <https://docs.openvino.ai/2024/_static/download/OpenVINO_Quick_Start_Guide.pdf>`__
 
 
+
 .. container::
    :name: ov-homepage-banner
 
@@ -24,31 +25,21 @@ Check out the `OpenVINO Cheat Sheet. <https://docs.openvino.ai/2024/_static/down
          <section class="splide" aria-label="Splide Banner Carousel">
            <div class="splide__track">
          		<ul class="splide__list">
-                  <li id="ov-homepage-slide1" id class="splide__slide">
-                     <p class="ov-homepage-slide-title">An open-source toolkit for optimizing and deploying deep learning models.</p>
-                     <p class="ov-homepage-slide-subtitle">Boost your AI deep-learning inference performance!</p>
-                     <a class="ov-homepage-banner-btn" href="https://docs.openvino.ai/2024/get-started.html">Learn more</a>
+                  <li id="ov-homepage-slide1" class="splide__slide">
+                  <p class="ov-homepage-slide-title">New Generative AI API</p>
+                  <p class="ov-homepage-slide-subtitle">Generate text with LLMs in only a few lines of code!</p>
+                  <a class="ov-homepage-banner-btn" href="https://docs.openvino.ai/2024/learn-openvino/llm_inference_guide/genai-guide.html">Check out our guide</a>
                   </li>
                   <li id="ov-homepage-slide2" class="splide__slide">
-                  <p class="ov-homepage-slide-title">Better OpenVINO integration with PyTorch!</p>
-                  <p class="ov-homepage-slide-subtitle">Use PyTorch models directly, without converting them first.</p>
-                     <a class="ov-homepage-banner-btn" href="https://docs.openvino.ai/2024/openvino-workflow/model-preparation/convert-model-pytorch.html">Learn more</a>
+                  <p class="ov-homepage-slide-title">Python custom operations</p>
+                  <p class="ov-homepage-slide-subtitle">Implement specialized operations for any model out of the box!</p>
+                  <a class="ov-homepage-banner-btn" href="https://docs.openvino.ai/2024/openvino-workflow/torch-compile.html">Learn more</a>
                   </li>
                   <li id="ov-homepage-slide3" class="splide__slide">
                   <p class="ov-homepage-slide-title">OpenVINO via PyTorch 2.0 torch.compile()</p>
                   <p class="ov-homepage-slide-subtitle">Use OpenVINO directly in PyTorch-native applications!</p>
                   <a class="ov-homepage-banner-btn" href="https://docs.openvino.ai/2024/openvino-workflow/torch-compile.html">Learn more</a>
                   </li>
-                  <li id="ov-homepage-slide4" class="splide__slide">
-                  <p class="ov-homepage-slide-title">Do you like Generative AI?</p>
-                  <p class="ov-homepage-slide-subtitle">You will love how it performs with OpenVINO!</p>
-                  <a class="ov-homepage-banner-btn" href="https://docs.openvino.ai/2024/learn-openvino/interactive-tutorials-python.html">Check out our new notebooks</a>
-                  </li>
-                  <li id="ov-homepage-slide5" id class="splide__slide">
-                     <p class="ov-homepage-slide-title">Boost your AI deep learning interface performance.</p>
-                     <p class="ov-homepage-slide-subtitle">Use Intel's open-source OpenVino toolkit for optimizing and deploying deep learning models.</p>
-                     <a class="ov-homepage-banner-btn" href="https://docs.openvino.ai/2024/openvino-workflow/model-preparation/convert-model-pytorch.html">Learn more</a>
-                  </li>
             </ul>
            </div>
          </section>