Synthetic Data for Deep Learning

Generate Synthetic Data for Decision Making and Applications with Python and R

By: Esma Birisci, Sadullah Celik, Necmi Gursakal

Write A Review

Paperback | 2 January 2023

At a Glance

Paperback
242 Pages

Dimensions(cm)
25.4 x 17.8

Paperback

$74.99

or 4 interest-free payments of $18.75 with

Ships in 5 to 7 business days

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.

After completing this book, you'll have the knowledge necessary to generate and use synthetic data to enhance your corporate, scientific, or governmental decision making.

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.

Shipping

	Standard Shipping	Express Shipping
Metro postcodes:	$9.99	$14.95
Regional postcodes:	$9.99	$14.95
Rural postcodes:	$9.99	$14.95

Orders over $79.00 qualify for free shipping.

How to return your order

At Booktopia, we offer hassle-free returns in accordance with our returns policy. If you wish to return an item, please get in touch with Booktopia Customer Care.

Additional postage charges may be applicable.