Understanding Word Embedding|What is Word Embedding|Word Embedding in Natural language processing

Understanding Word Embedding|What is Word Embedding|Word Embedding in Natural language processing
#WordEmbedding #WordEmbeddingInPyton

Hello All,
This is Aman and I am a data scientist.

About this video:
In this video I explain about word embeddings. Below questions are answered in this video:
1. What is Word embedding?
2. Why is word embedding needed?
3. What are types of word embedding?
4. What is frequency based word embedding?
5. What is prediction based word embedding?
6. What is word2vec and Glove
About Unfold Data science: This channel is to help people understand basics of data science through simple examples in easy way. Anybody without having prior knowledge of computer programming or statistics or machine learning and artificial intelligence can get an understanding of data science at high level through this channel. The videos uploaded will not be very technical in nature and hence it can be easily grasped by viewers from different background as well.

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[anirbansarkar]

I am highly excited for NN. You are here to really teach us, or else you would had directly started word2vec. Thanks a lot Aman. The step wise approach you have taken is the key to our understanding and development.🙂

[ShaidaMuhammad]

Awesome,
Bro you explain really well.
Start Neural Networks playlist and focus specially on different architectures like CNN, RNN, LSTM, GRU, transformers etc.
It will be a great help to us

[deepankarkanand]

This is the best explanation of GloVe so far. Thanks for the knowledge

[yogeshbharadwaj]

Tks a lot Aman... No much reputations...perfect and simple explanation....very easy to understand...Day by Day your channel will become famous for sure...Tks...

[SuperShiva]

Always excited specially the way u explain the concepts....

[r]

Highly excited... Please teach encoder decoder..bert etc

[saravananbaburao]

Thanks aman that was good intro on basic. Can you please elaborate on what topic we need to be more focused and have in depth knowledge when it comes to NLP and neural network . And please when you create playlist with NLP r neural networks please cover one full topic along with practical implementation so that we can learn a lot

[salehmohamed]

Excellent Aman ! :)
Start Neural Networks playlist and start with architectures like CNN, RNN, LSTM

[asheeshmathur]

God Bless You Boy. Excellent explanation. Hard to Find Skill

[junedansari]

you explain very easy way brother, God bless you, Please Create Series on DeepLearning too

[ShaidaMuhammad]

Have you explained Word2vec model?
If Yes then please give me the link

[sunitabnsl]

Aman's video is informative but your white board should be big.

[singhpishusingh]

Let's say we have two sentence
1. I like Apple's.
2.I like Apple's Macbook.

So if I will use word2vec embedding which preserves similar semantics then both words will have the same vector for the word .
So how to handle the situation where I will have the same word but a different meaning.

[dhilipmaharish]

Hello aman can u provide ubr LinkedIn Id so that I can able to connect

[anirbansarkar]

I am highly excited for NN. You are here to really teach us, or else you would had directly started word2vec. Thanks a lot Aman. The step wise approach you have taken is the key to our understanding and development.🙂

[anirbansarkar]

I am highly excited for NN. You are here to really teach us, or else you would had directly started word2vec. Thanks a lot Aman. The step wise approach you have taken is the key to our understanding and development.🙂