Automatic Differentiation: Theory and Practice

We present the classical coordinate-free formalism for forward and backward mode ad in the real and complex setting. We show how to formally derive the forward and backward formulae for a number of matrix functions starting from basic principles.

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Bibliographische Detailangaben
1. Verfasser:	Lezcano-Casado, Mario
Format:	Artikel
Sprache:	eng
Schlagworte:	Computer Science - Artificial Intelligence Computer Science - Learning Mathematics - Optimization and Control
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Beschreibung
Zusammenfassung:	We present the classical coordinate-free formalism for forward and backward mode ad in the real and complex setting. We show how to formally derive the forward and backward formulae for a number of matrix functions starting from basic principles.
DOI:	10.48550/arxiv.2207.06114