Why The Reset Gate is Necessary in GRUs
In this video we discuss about the relevance of using the reset gate in Gated Recurrent Units (GRUs).
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How the Gated Recurrent Unit (GRU) works: • Gated Recurrent Unit (GRU) Equations ...
How the Long Short Term Memory (LSTM) works: • Long Short-Term Memory (LSTM) Equatio...
References
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The unreasonable effectiveness of the forget gate: https://arxiv.org/abs/1804.04849
Improving speech recognition by revising gated recurrent units: https://arxiv.org/abs/1710.00641
SiTGRU: Single-Tunnelled Gated Recurrent Unit for Abnormality Detection: https://www.sciencedirect.com/science...
An Enhanced Gated Recurrent Unit with Auto-Encoder for Solving Text Classification Problems: https://link.springer.com/article/10....
Contents
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00:00 - Intro
00:26 - Reset Gate Redundancy
02:17 - First paper analysis
07:41 - Second paper analysis
09:07 - Third paper analysis
10:06 - LSTM vs GRU
12:08 - Outro
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