Why The Reset Gate is Necessary in GRUs
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2 سال پیش
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In this video we discuss
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
▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬
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
▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬
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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#gru #gatedrecurrentunit #resetgate
Related Videos
▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬
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
▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬
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
▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬
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
Follow Me
▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬
🐦 Twitter: @datamlistic Twitter: datamlistic
📸 Instagram: @datamlistic Instagram: datamlistic
📱 TikTok: @datamlistic TikTok: datamlistic
Channel Support
▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬▬
The best way to support the channel is to share the content. ;)
If you'd like to also support the channel financially, donating the price of a coffee is always warmly welcomed! (completely optional and voluntary)
► Patreon: Patreon: datamlistic
► Bitcoin (BTC): 3C6Pkzyb5CjAUYrJxmpCaaNPVRgRVxxyTq
► Ethereum (ETH): 0x9Ac4eB94386C3e02b96599C05B7a8C71773c9281
► Cardano (ADA): addr1v95rfxlslfzkvd8sr3exkh7st4qmgj4ywf5zcaxgqgdyunsj5juw5
► Tether (USDT): 0xeC261d9b2EE4B6997a6a424067af165BAA4afE1a
#gru #gatedrecurrentunit #resetgate
2 سال پیش
در تاریخ 1401/06/08 منتشر شده
است.
354
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