Level 12: Optimize training speed

:orphan:

################################# Level 12: Optimize training speed #################################

In this level you'll use compilers, advanced profilers and mixed precision techniques to train bigger models faster.

.. raw:: html

<div class="display-card-container">
    <div class="row">

.. displayitem:: :header: Speed up models by compiling them :description: Use torch.compile to speed up models on modern hardware :col_css: col-md-4 :button_link: ../advanced/compile.html :height: 150 :tag: intermediate

.. displayitem:: :header: Explore advanced mixed precision settings :description: Enable state-of-the-art scaling with advanced mix-precision settings. :col_css: col-md-4 :button_link: ../common/precision_intermediate.html :height: 150 :tag: intermediate

.. displayitem:: :header: Enable advanced profilers :description: Tune model performance with profilers. :col_css: col-md-4 :button_link: ../tuning/profiler_basic.html :height: 150 :tag: intermediate

.. displayitem:: :header: Profile PyTorch operations :description: Learn to find bottlenecks in PyTorch operations. :col_css: col-md-4 :button_link: ../tuning/profiler_intermediate.html :height: 150 :tag: intermediate

.. raw:: html

    </div>
</div>