Hi guys,
Thanks for watching!
In this video, I’ll show you the working of ELMo NLP. ELMo was developed by Allen NLP and stands for embedding from language models. It is a way to represent words in a vector or embedding.
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Embedding refer to text in which words have the same meaning with similar representation. For example:
1. I read the book yesterday.
2. Can you read the letter now?
ELMo word representation takes entire input sentence into equation for calculating the word embedding. Hence the term ‘read’ has different ELMo vectors under different contexts.
Coming to the implementation part:
I started with the installation of all the important libraries. Tensorflow hub is a repository of trained machine learning models. Then, I imported libraries and created class with ELMo embedding layers. Then I entered the URL of Tensorflow hub3 as version 2 was outdated. I trained create_model and defined variables x and y and reshaped them. Later on, I printed model summary. In the end, I trained model weights and predicted the final output.
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