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Awesome project and pretty good results from a mathematical standpoint.

The biggest challenge is to try and convince the tube amp enthusiasts that it sounds indistinguishable to the real hardware ;)



Most people, including guitar players, can't tell the difference between popular modelling devices and real tube amps when subject to a real blind-test.

The of neural networks in this field should be measured against current modelling technology, not real hardware.




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