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DiffSharp

DiffSharp (Diff#) is an automatic differentiation (AD) library implemented in the F# language. AD allows exact and efficient calculation of derivatives, by systematically applying the chain rule of calculus at the elementary operator level. AD is different from numerical differentiation, which is prone to truncation and round-off errors, and symbolic differentiation, which is exact but not efficient for run-time calculations and can only handle closed-form mathematical expressions. Using the DiffSharp library, derivative calculations can be incorporated with minimal change into existing algorithms. The library is under active development by Atılım Güneş Baydin and Barak A. Pearlmutter mainly for research applications in machine learning, as part of their work at the Brain and Computation Lab, Hamilton Institute, National University of Ireland Maynooth.

Total Downloads
59.4K
59,442
Published
Nov 23, 2014
Latest stable version

Install

.NET CLI
dotnet add package DiffSharp --version 0.5.4
Package Manager Console
Install-Package DiffSharp -Version 0.5.4
PackageReference
<PackageReference Include="DiffSharp" Version="0.5.4" />

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Dependencies

[2.2.2, )

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