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Let's discuss Reservoir Computing

Latest reply: Dec 18, 2021 15:57:12 606 17 7 0 0
Hi all Community fellows,
Let's discuss next big thing - Reservoir Computing.

Reservoir computing is an approach to make machine learning algorithms run faster. The word reservoir refers to a dynamical system. The reservoir consists of a bunch of recurrently connected units that are connected randomly. The main forms of reservoir computing use a recurrent neural network, and instead of updating all parameters of the network, it only updates some of the parameters and keeps the other parameters fixed after choosing them randomly. Reservoir computing (RC) is good at processing temporal or sequential kind of data.

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little_fish
Admin Created Sep 23, 2021 01:42:29

reservoir computing

  1. Modification of traditional RNN in which the architecture and the neuron weights of the network are created in advance and remain unchanged during the training stage

  2. Compatible with high-performance hardware implementations

  3. If the readout layer is linear:

  • Data-intensive applications become tractable

  • inference and theoretical performance evaluation become possible


Here is the mathematical formulation of reservoir computing:

reservoir computing

Thanks.

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BAZ
BAZ Created Sep 23, 2021 07:08:49 (0) (0)
Thats Awesome, dear @little_fish  
BAZ
BAZ Reply BAZ  Created Sep 23, 2021 07:09:09 (0) (0)
Can i use your data in update post?  
little_fish
little_fish Reply BAZ  Created Sep 23, 2021 07:47:33 (0) (0)
sure  
nochhie
nochhie Created Sep 30, 2021 05:43:50 (0) (0)
 
wissal
wissal Created Oct 18, 2021 16:09:21 (0) (0)
Important to know  
Sokrin
Created Sep 30, 2021 05:45:06

Good
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Anno7
Moderator Author Created Oct 4, 2021 17:26:09

great
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NTan33
Created Oct 6, 2021 13:11:33

Can't say I know much about this topic, but it would be interesting to see what new developments will result from its continued adoptation.
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MahMush
Moderator Author Created Oct 18, 2021 04:58:00

learning together will be great... nice one
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MahMush
Moderator Author Created Oct 18, 2021 04:58:19

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wissal
wissal Created Oct 18, 2021 16:08:03 (0) (0)
 
umaryaqub
MVE Created Oct 18, 2021 10:53:21

Nice. So, like a mainframe kind of concept. where all the resources are combined and are used as per requirement.
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wissal
MVE Created Oct 18, 2021 16:12:34

Reservoir computing is a best-in-class machine learning algorithm for processing information generated by dynamical systems.
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BAZ
BAZ Created Oct 18, 2021 17:05:02 (0) (0)
Thanks for the detailed information  
Unicef
MVE Created Oct 26, 2021 09:37:08

Good share thanks
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