Synthetic Data for Deep Learning Generate Synthetic Data for Decision Making and Applications with Python and R
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Sprache:Englisch
53,99 €
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Beschreibung
Produktdetails
Einband
Taschenbuch
Erscheinungsdatum
02.01.2023
Abbildungen
XIX, 220 p. 86 illus., 74 illus. in color.
Verlag
ApressSeitenzahl
220
Maße (L/B/H)
25,4/17,8/1,4 cm
Gewicht
460 g
Sprache
Englisch
ISBN
978-1-4842-8586-2
Data is the indispensable fuel that drives the decision making of everything from governments, to major corporations, to sports teams. Its value is almost beyond measure. But what if that data is either unavailable or problematic to access? That’s where synthetic data comes in. This book will show you how to generate synthetic data and use it to maximum effect.
Synthetic Data for Deep Learning
begins by tracing the need for and development of synthetic data before delving into the role it plays in machine learning and computer vision. You’ll gain insight into how synthetic data can be used to study the benefits of autonomous driving systems and to make accurate predictions about real-world data. You’ll work through practical examples of synthetic data generation using Python and R, placing its purpose and methods in a real-world context. Generative Adversarial Networks (GANs) are also covered in detail, explaining how they work and their potential applications.
What You Will Learn
- Create synthetic tabular data with R and Python
- Understand how synthetic data is important for artificial neural networks
- Master the benefits and challenges of synthetic data
- Understand concepts such as domain randomization and domain adaptation related to synthetic data generation
Who This Book Is For
Those who want to learn about synthetic data and its applications, especially professionals working in the field of machine learning and computer vision. This book will also be useful for graduate and doctoral students interested in this subject.
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