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Recurrent neural networks (RNN) Deep Learning - Part 2

Contributors

AvatarKaivan Kamali

Questions

Objectives

Requirements

last_modification Last modification: May 27, 2021

What is a recurrent neural network (RNN)?

Speaker Notes

What is a recurrent neural network (RNN)?


Recurrent Neural Network (RNN)


One-to-many RNN

Neurons forming a one-to-many recurrent neural network


Many-to-one RNN

Neurons forming a many-to-one recurrent neural network


Many-to-many RNN

Neurons forming a many-to-many recurrent neural network


RNN architectures


Sentiment analysis


Text preprocessing


Text preprocessing


Bag of words (BoW)


Bag of words (BoW)

Table showing a bag-of-words representation of sample documents


Term frequency inverse document frequency (TF-IDF)


One-hot encoding (OHE)

Mathematical vectors representing one-hot-encoding representation of words orange, apple, and banana


Word2Vec


Sentiment analysis


For references, please see tutorial’s References section



Thank you!

This material is the result of a collaborative work. Thanks to the Galaxy Training Network and all the contributors! Galaxy Training Network This material is licensed under the Creative Commons Attribution 4.0 International License.