Summarize Written Text using Google's BERT | Machine Learning | Deep Learning
18.5 هزار بار بازدید -
3 سال پیش
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In this video, I'll show
In this video, I'll show you how you can summarize text using Bert Extractive Summarizer that can summarize large posts like blogs, novels, books and news articles using just a few lines of code.
Link to bert-extractive-summarizer : https://github.com/dmmiller612/bert-e...
Link to my notebook : https://github.com/bhattbhavesh91/tex...
Bert Extractive Summarizer : This repo is the generalization of the lecture-summarizer repo. This tool utilizes the HuggingFace Pytorch transformers library to run extractive summarizations. This works by first embedding the sentences, then running a clustering algorithm, finding the sentences that are closest to the cluster's centroids. This library also uses coreference techniques, utilizing the https://github.com/huggingface/neural... library to resolve words in summaries that need more context. The greedyness of the neuralcoref library can be tweaked in the CoreferenceHandler class.
Join this channel to get access to perks:
@bhattbhavesh91
If you do have any questions with what we covered in this video then feel free to ask in the comment section below & I'll do my best to answer those.
If you enjoy these tutorials & would like to support them then the easiest way is to simply like the video & give it a thumbs up & also it's a huge help to share these videos with anyone who you think would find them useful.
Please consider clicking the SUBSCRIBE button to be notified for future videos & thank you all for watching.
You can find me on:
Blog - https://bhattbhavesh91.github.io
Twitter - Twitter: _bhaveshbhatt
GitHub - https://github.com/bhattbhavesh91
Medium - Medium: bhattbhavesh91
About.me - https://about.me/bhattbhavesh91
Linktree - https://linktr.ee/bhattbhavesh91
DEV Community - https://dev.to/bhattbhavesh91
#NLP #TextSummary
Link to bert-extractive-summarizer : https://github.com/dmmiller612/bert-e...
Link to my notebook : https://github.com/bhattbhavesh91/tex...
Bert Extractive Summarizer : This repo is the generalization of the lecture-summarizer repo. This tool utilizes the HuggingFace Pytorch transformers library to run extractive summarizations. This works by first embedding the sentences, then running a clustering algorithm, finding the sentences that are closest to the cluster's centroids. This library also uses coreference techniques, utilizing the https://github.com/huggingface/neural... library to resolve words in summaries that need more context. The greedyness of the neuralcoref library can be tweaked in the CoreferenceHandler class.
Join this channel to get access to perks:
@bhattbhavesh91
If you do have any questions with what we covered in this video then feel free to ask in the comment section below & I'll do my best to answer those.
If you enjoy these tutorials & would like to support them then the easiest way is to simply like the video & give it a thumbs up & also it's a huge help to share these videos with anyone who you think would find them useful.
Please consider clicking the SUBSCRIBE button to be notified for future videos & thank you all for watching.
You can find me on:
Blog - https://bhattbhavesh91.github.io
Twitter - Twitter: _bhaveshbhatt
GitHub - https://github.com/bhattbhavesh91
Medium - Medium: bhattbhavesh91
About.me - https://about.me/bhattbhavesh91
Linktree - https://linktr.ee/bhattbhavesh91
DEV Community - https://dev.to/bhattbhavesh91
#NLP #TextSummary
3 سال پیش
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