Word2Vec Detailed Explanation, Train custom Word2Vec Model using genism in Python #nlp #tutorial

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

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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