PyTorch Embeddings Layers Explained (6.4)
Explore how PyTorch embedding layers convert words into numerical representations in neural networks. π€

Jeff Heaton
10.1K views β’ Sep 6, 2023

About this video
In this video we're embarking on a deep-dive into the heart of neural networks: the embedding layers. If you've ever pondered how words morph into numbers, or how we capture the essence of language in a machine-learnable format, this video is your gateway! Together, we'll explore the intricacies of PyTorch's embedding layers and walk you through the step-by-step process of training them for diverse NLP tasks. Whether you're just starting your NLP journey or looking to refine your toolkit.
Code for This Video:
https://github.com/jeffheaton/app_deep_learning/blob/main/t81_558_class_06_4_embedding.ipynb
~~~~~~~~~~~~~~~ COURSE MATERIAL ~~~~~~~~~~~~~~~
π Textbook - Coming soon
πΈπ GitHub - https://github.com/jeffheaton/app_deep_learning/
βΆοΈ Play List - https://www.youtube.com/playlist?list=PLjy4p-07OYzuy_lHcRW8lPTLPTTOmUpmi
π« WUSTL Course Site - https://sites.wustl.edu/jeffheaton/t81-558/
~~~~~~~~~~~~~~~ CONNECT ~~~~~~~~~~~~~~~
π₯οΈ Website: https://www.heatonresearch.com/
π¦ Twitter - https://twitter.com/jeffheaton
πΈπ GitHub - https://github.com/jeffheaton
πΈ Instagram - https://www.instagram.com/jeffheatondotcom/
π¦Ύ Discord: https://discord.gg/3bjthYv
βΆοΈ Subscribe: https://www.youtube.com/c/heatonresearch?sub_confirmation=1
~~~~~~~~~~~~~~ SUPPORT ME π~~~~~~~~~~~~~~
π Ώ Patreon - https://www.patreon.com/jeffheaton
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~~~~~~~~~~~~~~~~~~~~~~~~~~~~
#PyTorchEmbeddings #NLPDeepDive #WordToVector #EmbeddingLayers #TrainingEmbeddings #PyTorchTutorial #NLPinPyTorch #MachineLearningMagic #TransformingText #NeuralNetworkBasics
Code for This Video:
https://github.com/jeffheaton/app_deep_learning/blob/main/t81_558_class_06_4_embedding.ipynb
~~~~~~~~~~~~~~~ COURSE MATERIAL ~~~~~~~~~~~~~~~
π Textbook - Coming soon
πΈπ GitHub - https://github.com/jeffheaton/app_deep_learning/
βΆοΈ Play List - https://www.youtube.com/playlist?list=PLjy4p-07OYzuy_lHcRW8lPTLPTTOmUpmi
π« WUSTL Course Site - https://sites.wustl.edu/jeffheaton/t81-558/
~~~~~~~~~~~~~~~ CONNECT ~~~~~~~~~~~~~~~
π₯οΈ Website: https://www.heatonresearch.com/
π¦ Twitter - https://twitter.com/jeffheaton
πΈπ GitHub - https://github.com/jeffheaton
πΈ Instagram - https://www.instagram.com/jeffheatondotcom/
π¦Ύ Discord: https://discord.gg/3bjthYv
βΆοΈ Subscribe: https://www.youtube.com/c/heatonresearch?sub_confirmation=1
~~~~~~~~~~~~~~ SUPPORT ME π~~~~~~~~~~~~~~
π Ώ Patreon - https://www.patreon.com/jeffheaton
π Other Ways to Support (some free) - https://www.heatonresearch.com/support.html
~~~~~~~~~~~~~~~~~~~~~~~~~~~~
#PyTorchEmbeddings #NLPDeepDive #WordToVector #EmbeddingLayers #TrainingEmbeddings #PyTorchTutorial #NLPinPyTorch #MachineLearningMagic #TransformingText #NeuralNetworkBasics
Video Information
Views
10.1K
Likes
228
Duration
4:37
Published
Sep 6, 2023
User Reviews
4.6
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