Merge branch 'master' into 1.13-RC-TEST

Author: Svetlana Karslioglu

_static/img/torchserve-ipex-images-2/1.png

@@ -20,14 +20,12 @@ Goal of this tutorial:
 - Understand PyTorch’s Tensor library and neural networks at a high level.
 - Train a small neural network to classify images
 
-
-.. Note::
-    Make sure you have the `torch`_ and `torchvision`_ packages installed.
+To run the tutorials below, make sure you have the `torch`_ and `torchvision`_
+packages installed.
 
 .. _torch: https://github.com/pytorch/pytorch
 .. _torchvision: https://github.com/pytorch/vision
 
-
 .. toctree::
    :hidden:
 
@@ -36,18 +34,33 @@ Goal of this tutorial:
    /beginner/blitz/neural_networks_tutorial
    /beginner/blitz/cifar10_tutorial
 
-.. galleryitem:: /beginner/blitz/tensor_tutorial.py
-    :figure: /_static/img/tensor_illustration_flat.png
+.. grid:: 4
 
-.. galleryitem:: /beginner/blitz/autograd_tutorial.py
-    :figure: /_static/img/autodiff.png
+   .. grid-item-card::  :octicon:`file-code;1em` Tensors
+      :link: /beginner/blitz/tensor_tutorial.html
 
-.. galleryitem:: /beginner/blitz/neural_networks_tutorial.py
-    :figure: /_static/img/mnist.png
+      In this tutorial, you will learn the basics of PyTorch tensors.
+      +++
+      :octicon:`code;1em` Code
 
-.. galleryitem:: /beginner/blitz/cifar10_tutorial.py
-    :figure: /_static/img/cifar10.png
+   .. grid-item-card::  :octicon:`file-code;1em` A Gentle Introduction to torch.autograd
+      :link: /beginner/blitz/autograd_tutorial.html
 
-.. raw:: html
+      Learn about autograd.
+      +++
+      :octicon:`code;1em` Code
+
+   .. grid-item-card::  :octicon:`file-code;1em` Neural Networks
+      :link: /beginner/blitz/neural_networks_tutorial.html
+
+      This tutorial demonstrates how you can train neural networks in PyTorch.
+      +++
+      :octicon:`code;1em` Code
+
+   .. grid-item-card::  :octicon:`file-code;1em` Training a Classifier
+      :link: /beginner/blitz/cifar10_tutorial.html
 
-    <div style='clear:both'></div>
+      Learn how to train an image classifier in PyTorch by using the
+      CIFAR10 dataset.
+      +++
+      :octicon:`code;1em` Code

_static/img/torchserve-ipex-images-2/10.png

@@ -496,6 +496,13 @@ What's new in PyTorch tutorials?
    :link: intermediate/torchserve_with_ipex
    :tags: Model-Optimization,Production
 
+.. customcarditem::
+   :header: Grokking PyTorch Intel CPU Performance from First Principles (Part 2)
+   :card_description: A case study on the TorchServe inference framework optimized with Intel® Extension for PyTorch (Part 2).
+   :image: _static/img/thumbnails/cropped/generic-pytorch-logo.png
+   :link: intermediate/torchserve_with_ipex_2
+   :tags: Model-Optimization,Production
+   
 .. customcarditem::
    :header: Introduction to nvFuser
    :card_description: An introduction to nvFuser