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NumPy
NumPy (pronounced ) 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. The predecessor of NumPy, Numeric, was originally created by Jim Hugunin with contributions from several other developers. In 2005, Travis Oliphant created NumPy by incorporating features of the competing Numarray into Numeric, with extensive modifications. NumPy is open-source software and has many contributors. NumPy is fiscally sponsored by NumFOCUS. History matrix-sig The Python programming language was not originally designed for numerical computing, but attracted the attention of the scientific and engineering community early on. In 1995 the special interest group (SIG) ''matrix-sig'' was founded with the aim of defining an array computing package; among its members was Python designer and maintainer Guido van Rossum, who extended Python ...
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Travis Oliphant
Travis Oliphant is an American data scientist, software developer, and entrepreneur known for his contributions to the Python scientific computing ecosystem. He is the primary creator of Numpy, a foundational package for numerical computation in Python, and a founding contributor to SciPy. Oliphant is also a co-founder of NumFOCUS, a 501(c)(3) nonprofit charity in the United States that supports open-source scientific software. He is also a founder of several technology companies, including AnacondaQuansight anOpenTeams Early life and education Oliphant earned a Bachelor of Science and a Master of Science in mathematics and electrical engineering from Brigham Young University. He later completed a Ph.D. in Biomedical Engineering at the Mayo Clinic, where his research focused on medical imaging and signal processing. Academic career From 2001 to 2007, Oliphant served as an assistant professor in the Department of Electrical and Computer Engineering at Brigham Young Univer ...
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SciPy
SciPy (pronounced "sigh pie") is a free and open-source Python library used for scientific computing and technical computing. SciPy contains modules for optimization, linear algebra, integration, interpolation, special functions, fast Fourier transform, signal and image processing, ordinary differential equation solvers and other tasks common in science and engineering. SciPy is also a family of conferences for users and developers of these tools: SciPy (in the United States), EuroSciPy (in Europe) and SciPy.in (in India). Enthought originated the SciPy conference in the United States and continues to sponsor many of the international conferences as well as host the SciPy website. The SciPy library is currently distributed under the BSD license, and its development is sponsored and supported by an open community of developers. It is also supported by NumFOCUS, a community foundation for supporting reproducible and accessible science. Components The SciPy package is at the ...
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Python (programming Language)
Python is a high-level programming language, high-level, general-purpose programming language. Its design philosophy emphasizes code readability with the use of significant indentation. Python is type system#DYNAMIC, dynamically type-checked and garbage collection (computer science), garbage-collected. It supports multiple programming paradigms, including structured programming, structured (particularly procedural programming, procedural), object-oriented and functional programming. It is often described as a "batteries included" language due to its comprehensive standard library. Guido van Rossum began working on Python in the late 1980s as a successor to the ABC (programming language), ABC programming language, and he first released it in 1991 as Python 0.9.0. Python 2.0 was released in 2000. Python 3.0, released in 2008, was a major revision not completely backward-compatible with earlier versions. Python 2.7.18, released in 2020, was the last release of ...
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Matplotlib
Matplotlib (portmanteau of MATLAB, plot, and library) is a Plotter, plotting Library (computer science), library for the Python (programming language), Python programming language and its Numerical analysis, numerical mathematics extension NumPy. It provides an Object-oriented programming, object-oriented API for embedding plots into applications using general-purpose GUI toolkits like Tkinter, wxPython, Qt (software), Qt, or GTK. There is also a Procedural programming, procedural "pylab" interface based on a state machine (like OpenGL), designed to closely resemble that of MATLAB, though its use is discouraged. SciPy makes use of Matplotlib. Matplotlib was originally written by John D. Hunter. Since then it has had an active development community and is distributed under a BSD licenses, BSD-style license. Michael Droettboom was nominated as matplotlib's lead developer shortly before John Hunter's death in August 2012 and was further joined by Thomas Caswell. Matplotlib is a NumFOC ...
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Array Programming
In computer science, array programming refers to solutions that allow the application of operations to an entire set of values at once. Such solutions are commonly used in computational science, scientific and engineering settings. Modern programming languages that support array programming (also known as vector (data structure), vector or multidimensional analysis, multidimensional languages) have been engineered specifically to generalize operations on scalar (computing), scalars to apply transparently to vector (geometric), vectors, matrix (mathematics), matrices, and higher-dimensional arrays. These include APL (programming language), APL, J (programming language), J, Fortran, MATLAB, Analytica (software), Analytica, GNU Octave, Octave, R (programming language), R, Cilk Plus, Julia (programming language), Julia, Perl Data Language, Perl Data Language (PDL), Raku (programming language). In these languages, an operation that operates on entire arrays can be called a ''vectorized' ...
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Numerical Analysis
Numerical analysis is the study of algorithms that use numerical approximation (as opposed to symbolic computation, symbolic manipulations) for the problems of mathematical analysis (as distinguished from discrete mathematics). It is the study of numerical methods that attempt to find approximate solutions of problems rather than the exact ones. Numerical analysis finds application in all fields of engineering and the physical sciences, and in the 21st century also the life and social sciences like economics, medicine, business and even the arts. Current growth in computing power has enabled the use of more complex numerical analysis, providing detailed and realistic mathematical models in science and engineering. Examples of numerical analysis include: ordinary differential equations as found in celestial mechanics (predicting the motions of planets, stars and galaxies), numerical linear algebra in data analysis, and stochastic differential equations and Markov chains for simulati ...
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Jim Hugunin
Jim Hugunin is a software programmer who created the Python programming language extension Numeric (ancestor to NumPy), and later created Python implementations for the Java Platform (Jython) and for Microsoft .NET platform ( IronPython); he has also co-designed the AspectJ extension for the Java programming language. He worked for Microsoft from 2004 to 2010, mainly on IronPython and Dynamic Language Runtime. In October 2010, after Microsoft abandoned the IronPython project, Hugunin left Microsoft to work for Google. On his personal website, he described Microsoft's decision regarding IronPython as "a catalyst but not the cause of my leaving the company", and said that having "a healthy relationship with Open Source Open source is source code that is made freely available for possible modification and redistribution. Products include permission to use and view the source code, design documents, or content of the product. The open source model is a decentrali ... code and c ...
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Array Data Type
In computer science, array is a data type that represents a collection of ''elements'' ( values or variables), each selected by one or more indices (identifying keys) that can be computed at run time during program execution. Such a collection is usually called an array variable or array value.Robert W. Sebesta (2001) ''Concepts of Programming Languages''. Addison-Wesley. 4th edition (1998), 5th edition (2001), By analogy with the mathematical concepts vector and matrix, array types with one and two indices are often called vector type and matrix type, respectively. More generally, a multidimensional array type can be called a tensor type, by analogy with the mathematical concept, tensor. Language support for array types may include certain built-in array data types, some syntactic constructions (''array type constructors'') that the programmer may use to define such types and declare array variables, and special notation for indexing array elements. For example, in the P ...
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C (programming Language)
C (''pronounced'' '' – like the letter c'') is a general-purpose programming language. It was created in the 1970s by Dennis Ritchie and remains very widely used and influential. By design, C's features cleanly reflect the capabilities of the targeted Central processing unit, CPUs. It has found lasting use in operating systems code (especially in Kernel (operating system), kernels), device drivers, and protocol stacks, but its use in application software has been decreasing. C is commonly used on computer architectures that range from the largest supercomputers to the smallest microcontrollers and embedded systems. A successor to the programming language B (programming language), B, C was originally developed at Bell Labs by Ritchie between 1972 and 1973 to construct utilities running on Unix. It was applied to re-implementing the kernel of the Unix operating system. During the 1980s, C gradually gained popularity. It has become one of the most widely used programming langu ...
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Corporation For National Research Initiatives
The Corporation for National Research Initiatives (CNRI), based in Reston, Virginia, is a non-profit organization founded in 1986 by Bob Kahn, Robert E. Kahn as an "activities center around strategic development of network-based information technologies", including the National Information Infrastructure (NII) in the United States. CNRI develops the Handle System for managing and locating Digital data, digital information. CNRI obtained DARPA funding for the development of JPython (Jython), a Python (programming language), Python implementation in and for Java (programming language), Java, initially created by Jim Hugunin. The MEMS and Nanotechnology Exchange (MNX) is an effort located at CNRI that provides semiconductor implementation services to the United States and was established with support from DARPA. History CNRI formerly operated the Secretariat of the Internet Engineering Task Force. Guido van Rossum, pioneer for Open-source software, open source software and creator ...
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Jython
Jython is an implementation of the Python (programming language), Python programming language designed to run on the Java (programming language), Java platform. It was known as JPython until 1999. Overview Jython programs can import and use any Java class. Except for some standard modules, Jython programs use Java classes instead of Python modules. Jython includes almost all of the modules in the standard Python (programming language), Python programming language distribution, lacking only some of the modules implemented originally in C (programming language), C. For example, a user interface in Jython could be written with Swing (Java), Swing, Abstract Window Toolkit, AWT or Standard Widget Toolkit, SWT. Jython compiles Python source code to Java bytecode (an intermediate language) either on demand or statically. History Jython was initially created in late 1997 to replace C (programming language), C with Java (programming language), Java for performance-intensive code accessed ...
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S-PLUS
S-PLUS is a commercial implementation of the S (programming language), S programming language sold by TIBCO Software Inc. It features object-oriented programming capabilities and advanced analytical algorithms. Its statistical analysis capabilities are commonly used by Econometrics, econometricians. The S-PLUS FinMetrics software package was developed for econometric time series analysis. Due to the increasing popularity of the open source S successor R (programming language), R, TIBCO Software released thTIBCO Enterprise Runtime for R (TERR)as an alternative R interpreter. It is available on Windows and UNIX operating systems. Historical timeline In 1988, S-PLUS was first developed and released by a Seattle-based start-up company called Statistical Sciences, Inc. The company's founder and sole owner is R. Douglas Martin, professor of statistics at the University of Washington, Seattle. Martin originally learned S while working at Bell Laboratories, where the S language was or ...
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