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Sound classifying network #77

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Cristy94 opened this issue Mar 17, 2016 · 3 comments
Open

Sound classifying network #77

Cristy94 opened this issue Mar 17, 2016 · 3 comments

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@Cristy94
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I want to use this NN implementation to classify short sounds ( one second each at most ) in about 30 different classes. I am new to neural networks and was wondering what's a good network architecture to train on sounds and how long does it usually take to train a network like this (30 outputs, sound wave as input) on 1000 samples? I want to know if it takes seconds, minutes, hours or days? What's the time complexity of training the network?

For the input I was thinking of sampling the sound wave at different times or getting the positions of the peaks. For example, if all sounds are under 1 second and I sample every 0.016seconds (60fps) then I would have 60 values as input. Is this an approach that could work?

@menduz
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menduz commented Mar 17, 2016

Hi! I just add some data, we have experimented with that. My own
conclussion is that you have to apply some filters + threeshold conditions
on sound to obtain a bunch of scalar data, then use that data on the net.
There is some much noise on raw sound.
On Thu, Mar 17, 2016 at 18:24 Buleandra Cristian [email protected]
wrote:

I want to use this NN implementation to classify short sounds ( one second
each at most ) in about 30 different classes. I am new to neural networks
and was wondering what's a good network architecture to train on sounds and
how long does it usually take to train a network like this (30 outputs,
sound wave as input) on 1000 samples? I want ot know if it takes seconds,
minutes, hours or days? What's the time complexity of training the network?

For the input I was thinking of sampling the sound wave at different times
or getting the positions of the peaks. For example, if all sounds are under
1 second and I sample every 0.016seconds (60fps) then I would have 60
values as input. Is this an approach that could work?


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#77

@robertleeplummerjr
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robertleeplummerjr commented May 28, 2016

Perhaps a neural network + soundex?

@UniqueFool
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What's the time complexity of training the network?

See also:
#70 and #12

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4 participants