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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: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,Ray-Distributed,Parallel-and-Distributed-Training
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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: Model-Optimization,Image/Video,Quantization,Ecosystem
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:header: Memory Profiling with Mosaic
:card_description: Learn how to use the Mosaic memory profiler to visualize GPU memory usage and identify memory optimization opportunities in PyTorch models.
:image: _static/img/thumbnails/cropped/profiler.png
:link: beginner/mosaic_memory_profiling_tutorial.html
:tags: Model-Optimization,Best-Practice,Profiling,Ecosystem
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:hidden:
beginner/hyperparameter_tuning_tutorial
intermediate/ax_multiobjective_nas_tutorial
intermediate/tensorboard_profiler_tutorial
intermediate/realtime_rpi
beginner/mosaic_memory_profiling_tutorial
