May 2019
Intermediate to advanced
452 pages
12h 16m
English
Content preview from Hands-On GPU Computing with Python
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Differentiable programming
A set of techniques to numerically evaluate the derivative of a mathematical function specified by a computer program is known as automatic differentiation. Also referred to as algorithmic or computational differentiation, it applies the chain rule repeatedly to a sequence of arithmetic operations and functions in a program and an arbitrary order derivative is computed automatically. The end result is accurately of working precision. The following diagram demonstrates the functionality of automatic differentiation:
Wikimedia Public Domain Image
A programming model in which entire programs are differentiated through ...
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