Dive into Deep Learning - Softcover

Zhang, Aston; Lipton, Zachary C.; Li, Mu; Smola, Alexander J.

Softcover

ISBN 10: 1009389432 ISBN 13: 9781009389433

Verlag: Cambridge University Press, 2024

Inhaltsangabe

Deep learning has revolutionized pattern recognition, introducing tools that power a wide range of technologies in such diverse fields as computer vision, natural language processing, and automatic speech recognition. Applying deep learning requires you to simultaneously understand how to cast a problem, the basic mathematics of modeling, the algorithms for fitting your models to data, and the engineering techniques to implement it all. This book is a comprehensive resource that makes deep learning approachable, while still providing sufficient technical depth to enable engineers, scientists, and students to use deep learning in their own work. No previous background in machine learning or deep learning is required―every concept is explained from scratch and the appendix provides a refresher on the mathematics needed. Runnable code is featured throughout, allowing you to develop your own intuition by putting key ideas into practice.

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Über die Autorinnen und Autoren

Aston Zhang is Senior Scientist at Amazon Web Services.

Zachary C. Lipton is Assistant Professor of Machine Learning and Operations Research at Carnegie Mellon University.

Mu Li is Senior Principal Scientist at Amazon Web Services.

Alexander J. Smola is VP/Distinguished Scientist for Machine Learning at Amazon Web Services.

Details zur Ausgabe

• Verlag: Cambridge University Press
• Erscheinungsdatum: 2024
• ISBN 10: 1009389432
• ISBN 13: 9781009389433
• Einband: Tapa blanda
• Sprache: Englisch
• Auflage: 1
• Anzahl der Seiten: 574
• Kontakt zum Hersteller: Nicht verfügbar