taskGneural Network - Tasks: task #14198, Support network pruning.

 
 

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task #14198: Support network pruning.

Submitter:  Ray Dillinger <rayd>
Submitted:  Sun 30 Oct 2016 05:30:03 AM UTC
   
 
Should Start On:  Sat 29 Oct 2016 07:00:00 AM UTC Should be Finished on:  Sun 29 Oct 2017 07:00:00 AM UTC
Category:  None Priority:  4
Status:  None Privacy:  Public
Assigned to:  None Percent Complete:  0%
Open/Closed:  Open Effort:  0.00

Sun 30 Oct 2016 05:30:03 AM UTC, original submission:  


Unnecessary connections should be detectable (and prunable) by automated means.  This optimization can drastically speed up conventional (nonspiking) networks.

The simple method is to train under L0 weight reduction until accuracy targets are just barely met, and then eliminate connections whose weight has gone to zero.

Ray Dillinger <rayd>
Group Member

 

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