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Introduction to Tensor Computing in Python
From First Principles to Deep Learning
Taschenbuch von Manal Helal
Sprache: Englisch

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Beschreibung
Tensorised deep learning models compress large models using fewer parameters that are easier to express and explain the models' performance. To use and participate in the current state-of-the-art research of multi-way analysis using tensor structures and algebra, a foundation in some mathematical concepts using examples and visualisations is required. This book covers the link from theoretical foundations to example applications in machine learning and deep neural network models. Plenty of Python libraries and application examples are referenced and explained to make it easier for newcomers in the field. All required prerequisites are referenced for a deeper foundation from scratch.
Tensorised deep learning models compress large models using fewer parameters that are easier to express and explain the models' performance. To use and participate in the current state-of-the-art research of multi-way analysis using tensor structures and algebra, a foundation in some mathematical concepts using examples and visualisations is required. This book covers the link from theoretical foundations to example applications in machine learning and deep neural network models. Plenty of Python libraries and application examples are referenced and explained to make it easier for newcomers in the field. All required prerequisites are referenced for a deeper foundation from scratch.
Details
Erscheinungsjahr: 2023
Genre: Informatik
Rubrik: Naturwissenschaften & Technik
Medium: Taschenbuch
ISBN-13: 9781916626331
ISBN-10: 1916626335
Sprache: Englisch
Ausstattung / Beilage: Paperback
Einband: Kartoniert / Broschiert
Autor: Helal, Manal
Hersteller: Manal Helal
Maße: 280 x 216 x 14 mm
Von/Mit: Manal Helal
Erscheinungsdatum: 11.05.2023
Gewicht: 0,615 kg
Artikel-ID: 127160496
Details
Erscheinungsjahr: 2023
Genre: Informatik
Rubrik: Naturwissenschaften & Technik
Medium: Taschenbuch
ISBN-13: 9781916626331
ISBN-10: 1916626335
Sprache: Englisch
Ausstattung / Beilage: Paperback
Einband: Kartoniert / Broschiert
Autor: Helal, Manal
Hersteller: Manal Helal
Maße: 280 x 216 x 14 mm
Von/Mit: Manal Helal
Erscheinungsdatum: 11.05.2023
Gewicht: 0,615 kg
Artikel-ID: 127160496
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