Ecosystem
=========

Explore tutorials that cover tools and frameworks in
the PyTorch ecosystem. These practical guides will help you leverage
PyTorch's extensive ecosystem for everything from experimentation
to production deployment.

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.. customcarditem::
   :header: Hyperparameter Tuning Tutorial
   :card_description: Learn how to use Ray Tune to find the best performing set of hyperparameters for your model.
   :image: _static/img/ray-tune.png
   :link: beginner/hyperparameter_tuning_tutorial.html
   :tags: Model-Optimization,Best-Practice,Ecosystem

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   :header: Multi-Objective Neural Architecture Search with Ax
   :card_description: Learn how to use Ax to search over architectures find optimal tradeoffs between accuracy and latency.
   :image: _static/img/ax_logo.png
   :link: intermediate/ax_multiobjective_nas_tutorial.html
   :tags: Model-Optimization,Best-Practice,Ax,TorchX,Ecosystem

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   :header: Performance Profiling in TensorBoard
   :card_description: Learn how to use the TensorBoard plugin to profile and analyze your model's performance.
   :image: _static/img/thumbnails/cropped/profiler.png
   :link: intermediate/tensorboard_profiler_tutorial.html
   :tags: Model-Optimization,Best-Practice,Profiling,TensorBoard,Ecosystem

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   :header: Real Time Inference on Raspberry Pi 4
   :card_description: This tutorial covers how to run quantized and fused models on a Raspberry Pi 4 at 30 fps.
   :image: _static/img/thumbnails/cropped/realtime_rpi.png
   :link: intermediate/realtime_rpi.html
   :tags: TorchScript,Model-Optimization,Image/Video,Quantization,Ecosystem

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   beginner/hyperparameter_tuning_tutorial
   intermediate/ax_multiobjective_nas_tutorial
   intermediate/tensorboard_profiler_tutorial
   intermediate/realtime_rpi