Jacobin matrix of the NN's output respect to the input

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Yunshen Huang
Yunshen Huang on 19 Feb 2020
Answered: Pan Zhao on 8 Nov 2021
Hi all,
Is there a convenient built-in funciton for the NN can get me the Jacobin matrix of output respect to input? For instance, # input (feature) = 4, # output = 3. Then this function gives me a 3*4 matrix.
I found one called defaultderiv, but this gives the Jacobian of errors with respect to the net's weights and biases, which is not what I want.
Even though, by knowing the weights, biases, active function, I could form a symbolic equation fed into jacobin( ) function to obatin what I need. But it seems a bit messy.
Thanks for your answer

Answers (2)

Nikhil Sonavane
Nikhil Sonavane on 20 Apr 2020
There is a function to compute the jacobian of a matrix. You may refer to its documentation for more details.

Pan Zhao
Pan Zhao on 8 Nov 2021
Hi Yunshen, have you found a solution?

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