Word2Vec Detailed Explanation and Train your custom Word2Vec Model using genism in Python - #NLProc
Word2Vec Detailed Explanation and Train your custom Word2Vec Model using genism in Python - #NLProc tutorial
In this video I will be explaining about Word2Vec and how to train your custom Word2Vec Model using genism in Python.
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The code is present here: https://github.com/rsreetech/Word2VecCustomModel
Relevant Links:
Word2Vec papers :
https://arxiv.org/pdf/1301.3781.pdf
https://papers.nips.cc/paper/5021-distributed-representations-of-words-and-phrases-and-their-compositionality.pdf
Word2vec tutorial:
http://mccormickml.com/2016/04/19/word2vec-tutorial-the-skip-gram-model/
http://mccormickml.com/2017/01/11/word2vec-tutorial-part-2-negative-sampling/
gensim:
https://radimrehurek.com/gensim/models/word2vec.html
If you like such content please subscribe to the channel here:
https://www.youtube.com/c/RSREETech?sub_confirmation=1
Follow me:
Twitter : https://twitter.com/RsreeTech
Chapters/Timestamps :
00:00 Word2Vec Detailed Explanation and Train your custom Word2Vec Model using genism in Python - #NLProc tutorial
00:20 Word2Vec Motivation
00:50 Word2Vec Introduction
02:30 Word2Vec vs Standard Representations
04:04 Word2Vec Architectures
06:16 Training a Skipgram model
12:00 Sampling Rate
13:54 Negative Sampling
15:33 Word2Vec Hyperparameters
17:02 Word2Vec Demo
19:16 Custom Word2Vec Demo
Видео Word2Vec Detailed Explanation and Train your custom Word2Vec Model using genism in Python - #NLProc канала Rithesh Sreenivasan
In this video I will be explaining about Word2Vec and how to train your custom Word2Vec Model using genism in Python.
If you like such content please subscribe to the channel here:
https://www.youtube.com/c/RSREETech?sub_confirmation=1
If you like to support me financially, It is totally optional and voluntary.
Buy me a coffee here: https://www.buymeacoffee.com/rithesh
Follow me:
LinkedIn: https://www.linkedin.com/in/ritheshsreenivasan
The code is present here: https://github.com/rsreetech/Word2VecCustomModel
Relevant Links:
Word2Vec papers :
https://arxiv.org/pdf/1301.3781.pdf
https://papers.nips.cc/paper/5021-distributed-representations-of-words-and-phrases-and-their-compositionality.pdf
Word2vec tutorial:
http://mccormickml.com/2016/04/19/word2vec-tutorial-the-skip-gram-model/
http://mccormickml.com/2017/01/11/word2vec-tutorial-part-2-negative-sampling/
gensim:
https://radimrehurek.com/gensim/models/word2vec.html
If you like such content please subscribe to the channel here:
https://www.youtube.com/c/RSREETech?sub_confirmation=1
Follow me:
Twitter : https://twitter.com/RsreeTech
Chapters/Timestamps :
00:00 Word2Vec Detailed Explanation and Train your custom Word2Vec Model using genism in Python - #NLProc tutorial
00:20 Word2Vec Motivation
00:50 Word2Vec Introduction
02:30 Word2Vec vs Standard Representations
04:04 Word2Vec Architectures
06:16 Training a Skipgram model
12:00 Sampling Rate
13:54 Negative Sampling
15:33 Word2Vec Hyperparameters
17:02 Word2Vec Demo
19:16 Custom Word2Vec Demo
Видео Word2Vec Detailed Explanation and Train your custom Word2Vec Model using genism in Python - #NLProc канала Rithesh Sreenivasan
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