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Intermediate skills
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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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   :header: Level 7: Hardware acceleration
   :description: Learn how to access GPUs and TPUs on the cloud.
   :button_link: intermediate_level_7.html
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   :height: 150
   :tag: intermediate

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   :header: Level 8: Modularize your projects
   :description: Create DataModules to enable dataset reusability.
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   :button_link: intermediate_level_9.html
   :height: 150
   :tag: intermediate

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   :header: Level 9: Understand your model
   :description: Use advanced visuals to find the best performing model.
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   :button_link: intermediate_level_10.html
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   :header: Level 10: Explore SOTA scaling techniques
   :description: Explore SOTA techniques to help convergence, stability and scalability.
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   :button_link: intermediate_level_11.html
   :height: 150
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   :header: Level 11: Deploy your models
   :description: Learn how to deploy your models with optimizations like ONNX and torchscript.
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   :button_link: intermediate_level_12.html
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   :header: Level 12: Optimize training speed
   :description: Use compilers, advanced profilers and mixed precision to train bigger models, faster.
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   :button_link: intermediate_level_13.html
   :height: 150
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   :header: Level 13: Run on a multi-node cluster
   :description: Learn to run on multi-node in the cloud or on your cluster
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   :button_link: intermediate_level_14.html
   :height: 150
   :tag: intermediate

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