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Mathematical algorithms written for this version of python often run much slower than compiled equivalents due to the absence of compiler optimization. [59] many other paradigms are supported via extensions, including design by contract [60][61] and logic programming Pip (also known by python 3 's alias pip3) is a package manager (package management system) written in python and is used to install and manage software packages

[4] the python software foundation recommends using pip to install python applications and its dependencies during deployment It offers a range of options for parallelising python code for cpus and gpus, often with only minor code changes. [5] pip connects to an online software repository of public packages, named the python package index (pypi.

Numpy serves as the backbone for a number of other numerical libraries, notably scipy

De facto standard for matrix/tensor operations in python. Matplotlib (portmanteau of matlab, plot, and library [3]) is a plotting library for the python programming language and its numerical mathematics extension numpy.

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