79554237

Date: 2025-04-04 00:34:45
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Sympy has built-in functions for Jacobian (gradient) and Hessian

Given your function lamb and variable-matrix x:

Jacobian/Gradient

from sympy import Matrix
Matrix([lamb]).jacobian(x)

Hessian matrix

from sympy import hessian
hessian(lamb, x)
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Posted by: Elijah M