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