Update

Author: svekars

index.rst

@@ -338,6 +338,7 @@ Welcome to PyTorch Tutorials
 .. customcarditem::
    :header: Profiling PyTorch
    :card_description: Learn how to profile a PyTorch application
+   :image: _static/img/thumbnails/cropped/generic-pytorch-logo.png
    :link: beginner/profiler.html
    :tags: Profiling
 
@@ -852,211 +853,56 @@ Additional Resources
 .. Page TOC
 .. -----------------------------------------
 .. toctree::
+   :glob:
    :maxdepth: 1
    :hidden:
-   :includehidden:
-   :caption: PyTorch Recipes
-
-   See All Recipes <recipes/recipes_index>
-   See All Prototype Recipes <prototype/prototype_index>
-
-.. toctree::
-   :hidden:
-   :includehidden:
-   :caption: Introduction to PyTorch
 
-   beginner/basics/intro
-   beginner/introyt/introyt_index
+   intro
 
 .. toctree::
    :maxdepth: 1
    :hidden:
-   :includehidden:
-   :caption: Learning PyTorch
 
-   beginner/deep_learning_60min_blitz
-   beginner/pytorch_with_examples
-   beginner/nn_tutorial
-   intermediate/nlp_from_scratch_index
-   intermediate/tensorboard_tutorial
-   intermediate/pinmem_nonblock
-
-.. toctree::
-   :maxdepth: 1
-   :includehidden:
-   :hidden:
-   :caption: Image and Video
-
-   intermediate/torchvision_tutorial
-   beginner/transfer_learning_tutorial
-   beginner/fgsm_tutorial
-   beginner/dcgan_faces_tutorial
-   intermediate/spatial_transformer_tutorial
-   intermediate/tiatoolbox_tutorial
+   compilers_index
 
 .. toctree::
    :maxdepth: 2
-   :includehidden:
    :hidden:
-   :caption: Audio
-
-   beginner/audio_io_tutorial
-   beginner/audio_resampling_tutorial
-   beginner/audio_data_augmentation_tutorial
-   beginner/audio_feature_extractions_tutorial
-   beginner/audio_feature_augmentation_tutorial
-   beginner/audio_datasets_tutorial
-   intermediate/speech_recognition_pipeline_tutorial
-   intermediate/speech_command_classification_with_torchaudio_tutorial
-   intermediate/text_to_speech_with_torchaudio
-   intermediate/forced_alignment_with_torchaudio_tutorial
 
-.. toctree::
-   :maxdepth: 1
-   :includehidden:
-   :hidden:
-   :caption: Backends
-
-   beginner/onnx/intro_onnx
-
-.. toctree::
-   :maxdepth: 2
-   :includehidden:
-   :hidden:
-   :caption: Reinforcement Learning
-
-   intermediate/reinforcement_q_learning
-   intermediate/reinforcement_ppo
-   intermediate/mario_rl_tutorial
-   advanced/pendulum
+   domains
 
-.. toctree::
-   :maxdepth: 1
-   :includehidden:
+.. toctree:: 1
    :hidden:
-   :caption: Deploying PyTorch Models in Production
-
-   beginner/onnx/intro_onnx
-   beginner/Intro_to_TorchScript_tutorial
-   advanced/cpp_export
-   advanced/super_resolution_with_onnxruntime
-   intermediate/realtime_rpi
-
-.. toctree::
    :maxdepth: 2
-   :includehidden:
-   :hidden:
-   :caption: Profiling PyTorch
 
-   beginner/profiler
-   beginner/hta_intro_tutorial
-   beginner/hta_trace_diff_tutorial
+   distributed
 
 .. toctree::
-   :maxdepth: 2
-   :includehidden:
+   :maxdepth: 1
    :hidden:
-   :caption: Code Transforms with FX
 
-   intermediate/fx_conv_bn_fuser
-   intermediate/fx_profiling_tutorial
+   deep-dive
 
 .. toctree::
-   :maxdepth: 2
-   :includehidden:
+   :maxdepth: 1
    :hidden:
-   :caption: Frontend APIs
-
-   intermediate/memory_format_tutorial
-   intermediate/forward_ad_usage
-   intermediate/jacobians_hessians
-   intermediate/ensembling
-   intermediate/per_sample_grads
-   intermediate/neural_tangent_kernels.py
-   advanced/cpp_frontend
-   advanced/torch-script-parallelism
-   advanced/cpp_autograd
 
-.. toctree::
-   :maxdepth: 2
-   :includehidden:
-   :hidden:
-   :caption: Extending PyTorch
-
-   advanced/custom_ops_landing_page
-   advanced/python_custom_ops
-   advanced/cpp_custom_ops
-   intermediate/custom_function_double_backward_tutorial
-   intermediate/custom_function_conv_bn_tutorial
-   advanced/cpp_extension
-   advanced/torch_script_custom_ops
-   advanced/torch_script_custom_classes
-   advanced/dispatcher
-   advanced/extend_dispatcher
-   advanced/privateuseone
+   extension
 
 .. toctree::
-   :maxdepth: 2
-   :includehidden:
+   :maxdepth: 1
    :hidden:
-   :caption: Model Optimization
-
-   beginner/profiler
-   intermediate/tensorboard_profiler_tutorial
-   beginner/hyperparameter_tuning_tutorial
-   intermediate/parametrizations
-   intermediate/pruning_tutorial
-   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
-
 
-.. toctree::
-   :maxdepth: 2
-   :includehidden:
-   :hidden:
-   :caption: Parallel and Distributed Training
-
-   distributed/home
-   beginner/dist_overview
-   beginner/ddp_series_intro
-   intermediate/model_parallel_tutorial
-   intermediate/ddp_tutorial
-   intermediate/dist_tuto
-   intermediate/FSDP_tutorial
-   intermediate/FSDP_advanced_tutorial
-   intermediate/TCPStore_libuv_backend
-   intermediate/TP_tutorial
-   intermediate/pipelining_tutorial
-   intermediate/process_group_cpp_extension_tutorial
-   intermediate/rpc_tutorial
-   intermediate/rpc_param_server_tutorial
-   intermediate/rpc_async_execution
-   advanced/rpc_ddp_tutorial
-   advanced/generic_join
+   ecosystem
 
 .. toctree::
-   :maxdepth: 2
-   :includehidden:
+   :maxdepth: 1
    :hidden:
-   :caption: Edge with ExecuTorch
 
-   Exporting to ExecuTorch Tutorial <https://pytorch.org/executorch/stable/tutorials/export-to-executorch-tutorial.html>
-   Running an ExecuTorch Model in C++ Tutorial < https://pytorch.org/executorch/stable/running-a-model-cpp-tutorial.html>
-   Using the ExecuTorch SDK to Profile a Model <https://docs.pytorch.org/executorch/main/tutorials/devtools-integration-tutorial.html>
-   Building an ExecuTorch iOS Demo App <https://github.com/pytorch-labs/executorch-examples/tree/main/mv3/apple/ExecuTorchDemo>
-   Building an ExecuTorch Android Demo App <https://github.com/pytorch-labs/executorch-examples/tree/main/dl3/android/DeepLabV3Demo#executorch-android-demo-app>
-   Lowering a Model as a Delegate <https://pytorch.org/executorch/stable/examples-end-to-end-to-lower-model-to-delegate.html>
+   recipes/recipes_index
 
 .. toctree::
-   :maxdepth: 2
-   :includehidden:
+   :maxdepth: 1
    :hidden:
-   :caption: Recommendation Systems
 
-   intermediate/torchrec_intro_tutorial
-   advanced/sharding
+   prototype/prototype_index