2022-04-19 18:15:47 +00:00
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###################
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Intermediate skills
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###################
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Learn to scale up your models and enable collaborative model development at academic or industry research labs.
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.. include:: ../links.rst
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.. raw:: html
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<div class="display-card-container">
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<div class="row">
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.. Add callout items below this line
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.. displayitem::
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:header: Level 7: Interactive cloud development
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:description: Learn how to access GPUs and TPUs on the cloud.
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:button_link: intermediate_level_7.html
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:col_css: col-md-6
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:height: 150
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:tag: intermediate
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.. displayitem::
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2023-05-09 19:04:36 +00:00
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:header: Level 8: Modularize your projects
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2022-04-19 18:15:47 +00:00
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:description: Create DataModules to enable dataset reusability.
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:col_css: col-md-6
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:button_link: intermediate_level_9.html
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:height: 150
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:tag: intermediate
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.. displayitem::
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2023-05-09 19:04:36 +00:00
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:header: Level 9: Understand your model
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2022-04-19 18:15:47 +00:00
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:description: Use advanced visuals to find the best performing model.
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:col_css: col-md-6
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:button_link: intermediate_level_10.html
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:height: 150
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:tag: intermediate
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.. displayitem::
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2023-05-09 19:04:36 +00:00
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:header: Level 10: Explore SOTA scaling techniques
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2022-04-19 18:15:47 +00:00
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:description: Explore SOTA techniques to help convergence, stability and scalability.
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:col_css: col-md-6
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:button_link: intermediate_level_11.html
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:height: 150
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:tag: intermediate
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.. displayitem::
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2023-05-09 19:04:36 +00:00
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:header: Level 11: Deploy your models
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2022-04-19 18:15:47 +00:00
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:description: Learn how to deploy your models with optimizations like ONNX and torchscript.
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:col_css: col-md-6
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:button_link: intermediate_level_12.html
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:height: 150
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:tag: intermediate
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.. displayitem::
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2023-05-09 19:04:36 +00:00
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:header: Level 12: Optimize training speed
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2024-02-28 14:15:33 +00:00
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:description: Use compilers, advanced profilers and mixed precision to train bigger models, faster.
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2022-04-19 18:15:47 +00:00
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:col_css: col-md-6
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:button_link: intermediate_level_13.html
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:height: 150
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:tag: intermediate
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.. displayitem::
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2024-02-28 13:35:53 +00:00
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:header: Level 13: Run on a multi-node cluster
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:description: Learn to run on multi-node in the cloud or on your cluster
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2022-04-19 18:15:47 +00:00
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:col_css: col-md-6
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:button_link: intermediate_level_14.html
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:height: 150
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:tag: intermediate
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.. raw:: html
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</div>
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</div>
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