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SymPy is an open-source Python library for symbolic computation.It provides computer algebra capabilities either as a standalone application, as a library to other applications, or live on the web as SymPy Live [2] or SymPy Gamma. [3]
Matplotlib (portmanteau of MATLAB, plot, and library [3]) is a plotting library for the Python programming language and its numerical mathematics extension NumPy.It provides an object-oriented API for embedding plots into applications using general-purpose GUI toolkits like Tkinter, wxPython, Qt, or GTK.
NumPy (pronounced / ˈ n ʌ m p aɪ / NUM-py) is a library for the Python programming language, adding support for large, multi-dimensional arrays and matrices, along with a large collection of high-level mathematical functions to operate on these arrays. [3]
Python code for point trajectories [ edit ] import math import matplotlib.pyplot as plt import numpy as np def main ( u : float , points = 200 , iterations = 1000 , nlim = 20 , limit = False , title = True ): """ Args: u:float ikeda parameter points:int number of starting points iterations:int number of iterations nlim:int plot these many last ...
JAX is a machine learning framework for transforming numerical functions. [2] [3] [4] It is described as bringing together a modified version of autograd (automatic obtaining of the gradient function through differentiation of a function) and OpenXLA's XLA (Accelerated Linear Algebra).
import math def fwht (a)-> None: """In-place Fast Walsh–Hadamard Transform of array a.""" assert math. log2 (len (a)). is_integer (), "length of a is a power of 2" h = 1 while h < len (a): # perform FWHT for i in range (0, len (a), h * 2): for j in range (i, i + h): x = a [j] y = a [j + h] a [j] = x + y a [j + h] = x-y # normalize and ...
SciPy (pronounced / ˈ s aɪ p aɪ / "sigh pie" [2]) is a free and open-source Python library used for scientific computing and technical computing. [3]SciPy contains modules for optimization, linear algebra, integration, interpolation, special functions, FFT, signal and image processing, ODE solvers and other tasks common in science and engineering.
A Maurer rose of the rose r = sin(nθ) consists of the 360 lines successively connecting the above 361 points.Thus a Maurer rose is a polygonal curve with vertices on a rose.