mathematicskit.calculus
=======================


.. include:: /_generated/nav/calculus.rst

Finite-difference derivatives with Richardson extrapolation (hand-rolled);
numerical quadrature built on ``scipy.integrate`` (trapezoidal, Simpson's,
Gauss-Legendre via ``fixed_quad``, adaptive via ``quad``); forward-mode
automatic differentiation via dual numbers and a reverse-mode
(backpropagation-style) autodiff engine (hand-rolled -- the pedagogical
subject); Taylor/Maclaurin series expansion and convergence-radius
estimation.

.. automodule:: mathematicskit.calculus
   :members:
   :undoc-members: