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linear algebra derivative expressions

I would like to differentiate y=Ax with respect to the vector x. The result is obviosuly A. Similarly, I would like to be able to calculate the derivative of the quadratic form α=xAx. I would need these calculations in a more complex setting.

I started off with sympy as follows

from sympy import *
n=7 
A = MatrixSymbol('A', n, n)
x = MatrixSymbol('x', n, 1)

Or is there a different library from sympy available for such a problem?

linear algebra derivative expressions

I would like to differentiate y=Ax with respect to the vector x. The result is obviosuly obviously A. Similarly, I would like to be able to calculate the derivative of the quadratic form α=xAx. I would need these calculations in a more complex setting.

I started off with sympy as follows

from sympy import *
n=7 
A = MatrixSymbol('A', n, n)
x = MatrixSymbol('x', n, 1)

Or is there a different library from sympy available for such a problem?

linear algebra derivative expressions

How do I would like to differentiate y=Ax symbolically in sagemath with respect to the vector x. x? The result is obviously A. Similarly, I would like to be able to calculate the derivative of the quadratic form α=xAx. I would need these calculations in a more complex setting.

I started off with sympy as follows

from sympy import *
n=7 
A = MatrixSymbol('A', n, n)
x = MatrixSymbol('x', n, 1)

Or is there a different library from sympy available for such a problem?