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Can Convolutional Neural Networks (CNN) be represented by a Mathematical formula?



2019 Community Moderator ElectionWhy does “Depth = Semantic representation” in convolutional neural networks?Why do convolutional neural networks work?Convolutional Neural Networks for Sensor DataConvolutional Neural networksConvolutional Neural Networks layer sizesHybrid Convolutional and Conventional Neural NetworksDetecting directions using Convolutional neural networksEquivariance vs Invariance in Convolutional Neural NetworksConvolutional neural networks for non-image applications?Convolution Neural Networks on microcontrollers










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$begingroup$


Let's say that I already trained my CNN. Is there anyway of my ouput to be represented as a formula just like a perceptron can (x1w1 + x2w2 + ... = PREDICTION).



It does not matter if the formula is more complicated than the perceptron one, but in general would it be possible to train a CNN in Python or Matlab, get the weights and create an arithmetic, exponential, whatever formula made with those acquired weights?



With that, after training, I would be able to apply my new values to this formula and get a desired output/prediciton values.



I want to do this because I am trying classify in a PIC32 (a low cost microchip) which I think that does not have the capacity to perform a CNN within itself.



Or, for example, should I pursue the idea of some sort of "C library" that can do CNNs?










share|improve this question









$endgroup$
















    2












    $begingroup$


    Let's say that I already trained my CNN. Is there anyway of my ouput to be represented as a formula just like a perceptron can (x1w1 + x2w2 + ... = PREDICTION).



    It does not matter if the formula is more complicated than the perceptron one, but in general would it be possible to train a CNN in Python or Matlab, get the weights and create an arithmetic, exponential, whatever formula made with those acquired weights?



    With that, after training, I would be able to apply my new values to this formula and get a desired output/prediciton values.



    I want to do this because I am trying classify in a PIC32 (a low cost microchip) which I think that does not have the capacity to perform a CNN within itself.



    Or, for example, should I pursue the idea of some sort of "C library" that can do CNNs?










    share|improve this question









    $endgroup$














      2












      2








      2





      $begingroup$


      Let's say that I already trained my CNN. Is there anyway of my ouput to be represented as a formula just like a perceptron can (x1w1 + x2w2 + ... = PREDICTION).



      It does not matter if the formula is more complicated than the perceptron one, but in general would it be possible to train a CNN in Python or Matlab, get the weights and create an arithmetic, exponential, whatever formula made with those acquired weights?



      With that, after training, I would be able to apply my new values to this formula and get a desired output/prediciton values.



      I want to do this because I am trying classify in a PIC32 (a low cost microchip) which I think that does not have the capacity to perform a CNN within itself.



      Or, for example, should I pursue the idea of some sort of "C library" that can do CNNs?










      share|improve this question









      $endgroup$




      Let's say that I already trained my CNN. Is there anyway of my ouput to be represented as a formula just like a perceptron can (x1w1 + x2w2 + ... = PREDICTION).



      It does not matter if the formula is more complicated than the perceptron one, but in general would it be possible to train a CNN in Python or Matlab, get the weights and create an arithmetic, exponential, whatever formula made with those acquired weights?



      With that, after training, I would be able to apply my new values to this formula and get a desired output/prediciton values.



      I want to do this because I am trying classify in a PIC32 (a low cost microchip) which I think that does not have the capacity to perform a CNN within itself.



      Or, for example, should I pursue the idea of some sort of "C library" that can do CNNs?







      python neural-network c






      share|improve this question













      share|improve this question











      share|improve this question




      share|improve this question










      asked Mar 20 at 22:58









      Fabio SoaresFabio Soares

      141




      141




















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