{"product_id":"synthetic-data-for-deep-learning-necmi-grsakal-9781484285862","title":"Synthetic Data for Deep Learning: Generate Synthetic Data for Decision Making and Applications with Python and R","description":"\u003cp\u003eData 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.\u003c\/p\u003e \u003cp\u003e\u003ci\u003e\u003cb\u003eSynthetic Data for Deep Learning\u003c\/b\u003e\u003c\/i\u003e 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.\u003c\/p\u003e 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. \u003cp\u003e\u003c\/p\u003e\u003cb\u003eWhat You Will Learn\u003c\/b\u003e\u003cul\u003e\n\u003cli\u003eCreate synthetic tabular data with R and Python\u003c\/li\u003e\n\u003cli\u003eUnderstand how synthetic data is important for artificial neural networks\u003c\/li\u003e\n\u003cli\u003eMaster the benefits and challenges of synthetic data\u003c\/li\u003e\n\u003cli\u003eUnderstand concepts such as domain randomization and domain adaptation related to synthetic data generation\u003c\/li\u003e\n\u003c\/ul\u003e\u003cb\u003e\u003cbr\u003e\u003c\/b\u003e\u003cb\u003eWho This Book Is For\u003c\/b\u003e\u003cb\u003e\u003cbr\u003e\u003c\/b\u003eThose 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.\u003cbr\u003e\u003cbr\u003e\u003cbr\u003e\u003cb\u003eAuthor:\u003c\/b\u003e Necmi G?sakal, Sadullah ﾇelik, Esma Biriş輅\u003cbr\u003e\u003cb\u003eISBN-10:\u003c\/b\u003e 1484285867\u003cbr\u003e\u003cb\u003eISBN-13:\u003c\/b\u003e 9781484285862\u003cbr\u003e\u003cb\u003ePublisher:\u003c\/b\u003e Apress\u003cbr\u003e\u003cb\u003eLanguage:\u003c\/b\u003e English\u003cbr\u003e\u003cb\u003ePublished:\u003c\/b\u003e 01\/02\/2023\u003cbr\u003e\u003cb\u003ePages:\u003c\/b\u003e 220\u003cbr\u003e\u003cb\u003eFormat:\u003c\/b\u003e Paperback\u003cbr\u003e\u003cb\u003eWeight:\u003c\/b\u003e 0.94lbs\u003cbr\u003e\u003cb\u003eSize:\u003c\/b\u003e 10.00h x 7.00w x 0.51d","brand":"Necmi G?sakal","offers":[{"title":"Paperback","offer_id":44132534059263,"sku":"9781484285862","price":54.99,"currency_code":"USD","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0662\/2982\/9887\/files\/img_ce3da1ab-1c2e-4119-a3bf-ffdbce916827.jpg?v=1687480774","url":"https:\/\/www.whiterainbookhouse.com\/products\/synthetic-data-for-deep-learning-necmi-grsakal-9781484285862","provider":"WR Book House","version":"1.0","type":"link"}