Sequence to vector versus sequence to sequence RNNs

Course Q&A TensorFlow Developer Professional Sequences, Time Series and Prediction
1

Hi there,

Can anyone please explain the difference between these two RNNs in simple terms?

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2

@Gulshat_Kossymova
Consider this:

  1. [‘FDA’, ‘approved’ ,‘Pfizer’s’, ‘new’, ‘pill’, ‘to’, ‘fight’ ,‘Covid’] -----> RNN ----> [ 1 0 1 0 1 0 0 1]
  2. [‘FDA’, ‘approved’ ,‘Pfizer’s’, ‘new’, ‘pill’, ‘to’, ‘fight’ ] ---------------> RNN -----> [‘Covid’]

RNN has been used for 2 different use cases of sequential data Named Entity Extraction and Sentence completion

  1. Sequence to Sequence RNN Implementation
  2. Sequence to Vector RNN Implementation

Hope this helps