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Matthew Brett
University of Birmingham
PsychologyNeurosciencePattern recognitionCognitive psychologyComputer science
57Publications
29H-index
11.5kCitations
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Publications 58
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Array programming provides a powerful, compact, expressive syntax for accessing, manipulating, and operating on data in vectors, matrices, and higher-dimensional arrays. NumPy is the primary array programming library for the Python language. It plays an essential role in research analysis pipelines in fields as diverse as physics, chemistry, astronomy, geoscience, biology, psychology, material science, engineering, finance, and economics. For example, in astronomy, NumPy was an important part of...
#1Pauli Virtanen (University of Jyväskylä)H-Index: 17
#2Ralf GommersH-Index: 12
Last. Jonathan BrightH-Index: 2
view all 35 authors...
21 CitationsSource
#1Pauli Virtanen (University of Jyväskylä)H-Index: 17
#2Ralf GommersH-Index: 12
Last. Jonathan BrightH-Index: 2
view all 35 authors...
SciPy is an open-source scientific computing library for the Python programming language. Since its initial release in 2001, SciPy has become a de facto standard for leveraging scientific algorithms in Python, with over 600 unique code contributors, thousands of dependent packages, over 100,000 dependent repositories and millions of downloads per year. In this work, we provide an overview of the capabilities and development practices of SciPy 1.0 and highlight some recent technical developments....
608 CitationsSource
#1Pauli VirtanenH-Index: 17
#2Ralf GommersH-Index: 12
Last. SciPy . ContributorsH-Index: 2
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SciPy is an open source scientific computing library for the Python programming language. SciPy 1.0 was released in late 2017, about 16 years after the original version 0.1 release. SciPy has become a de facto standard for leveraging scientific algorithms in the Python programming language, with more than 600 unique code contributors, thousands of dependent packages, over 100,000 dependent repositories, and millions of downloads per year. This includes usage of SciPy in almost half of all machin...
#1Pauli VirtanenH-Index: 17
#2Ralf GommersH-Index: 12
Last. Jake VanderplasH-Index: 21
view all 28 authors...
1 CitationsSource
#2Jeff WhitakerH-Index: 2
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#1Pauli VirtanenH-Index: 17
#2Ralf GommersH-Index: 12
Last. Jake VanderplasH-Index: 21
view all 28 authors...
Source
#1Pauli VirtanenH-Index: 17
#2Ralf GommersH-Index: 12
Last. Tyler ReddyH-Index: 2
view all 28 authors...
2 CitationsSource
#1Pauli VirtanenH-Index: 17
#2Ralf GommersH-Index: 12
Last. Tyler ReddyH-Index: 2
view all 28 authors...
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#1K. Jarrod Millman (University of California, Berkeley)H-Index: 7
#2Matthew Brett (University of Birmingham)H-Index: 29
Last. Jean-Baptiste Poline (McGill University)H-Index: 78
view all 4 authors...
We describe a project-based introduction to reproducible and collaborative neuroimaging analysis. Traditional teaching on neuroimaging usually consists of a series of lectures that emphasize the big picture rather than the foundations on which the techniques are based. The lectures are often paired with practical workshops in which students run imaging analyses using the graphical interface of specific neuroimaging software packages. Our experience suggests that this combination leaves the stude...
5 CitationsSource
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