Add a card and toctree

Author: svekars

index.rst

@@ -439,6 +439,13 @@ Welcome to PyTorch Tutorials
    :link: advanced/python_custom_ops.html
    :tags: Extending-PyTorch,Frontend-APIs,C++,CUDA
 
+.. customcarditem::
+   :header: Compiled Autograd: Capturing a larger backward graph for ``torch.compile``
+   :card_description: Learn how to use compiled autograd to capture a larger backward graph.
+   :image: _static/img/thumbnails/cropped/generic-pytorch-logo.png
+   :link: intermediate/compiled_autograd_tutorial
+   :tags: Model-Optimization,CUDA
+
 .. customcarditem::
    :header: Custom C++ and CUDA Operators
    :card_description: How to extend PyTorch with custom C++ and CUDA operators.
@@ -1132,6 +1139,7 @@ Additional Resources
    intermediate/nvfuser_intro_tutorial
    intermediate/ax_multiobjective_nas_tutorial
    intermediate/torch_compile_tutorial
+   intermediate/compiled_autograd_tutorial
    intermediate/inductor_debug_cpu
    intermediate/scaled_dot_product_attention_tutorial
    beginner/knowledge_distillation_tutorial