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Generative Deep Learning: Teaching Machines to Paint, Write, Compose, and Play. David Foster

Generative Deep Learning: Teaching Machines to Paint, Write, Compose, and Play


Generative-Deep-Learning.pdf
ISBN: 9781492041948 | 322 pages | 9 Mb

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  • Generative Deep Learning: Teaching Machines to Paint, Write, Compose, and Play
  • David Foster
  • Page: 322
  • Format: pdf, ePub, fb2, mobi
  • ISBN: 9781492041948
  • Publisher: O'Reilly Media, Incorporated
Download Generative Deep Learning: Teaching Machines to Paint, Write, Compose, and Play


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Generative modeling is one of the hottest topics in artificial intelligence. Recent advances in the field have shown how it’s possible to teach a machine to excel at human endeavors—such as drawing, composing music, and completing tasks—by generating an understanding of how its actions affect its environment. With this practical book, machine learning engineers and data scientists will learn how to recreate some of the most famous examples of generative deep learning models, such as variational autoencoders and generative adversarial networks (GANs). You’ll also learn how to apply the techniques to your own datasets. David Foster, cofounder of Applied Data Science, demonstrates the inner workings of each technique, starting with the basics of deep learning before advancing to the most cutting-edge algorithms in the field. Through tips and tricks, you’ll learn how to make your models learn more efficiently and become more creative. Get a fundamental overview of generative modeling Learn how to use the Keras and TensorFlow libraries for deep learning Discover how variational autoencoders (VAEs) work Get practical examples of generative adversarial networks (GANs) Understand how to build generative models that learn how to paint, write, and compose Apply generative models within a reinforcement learning setting to accomplish tasks

Generative Deep Learning: Teaching Machines to Paint ...
It’s now possible to teach a machine to excel at human endeavors such as painting, writing, and composing music. With this practical book, machine-learning engineers and data scientists will discover how to re-create some of the most impressive examples of generative deep learning models, such as variational autoencoders, generative Generative Deep Learning: Teaching Machines to Paint ...
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Get this from a library! Generative deep learning : teaching machines to paint, write, compose, and play. [David Foster; Safari, an O'Reilly Media Company.] -- With Early Release ebooks, you get books in their earliest form-the author's raw and unedited content as he or she writes-so you can take advantage of these technologies long before the official Generative Deep Learning: Teaching Machines to Paint ...
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It’s now possible to teach a machine to excel at human endeavors such as painting, writing, and composing music. With this practical book, machine-learning engineers and data scientists will discover how to re-create some of the most impressive examples of generative deep learning models, such as variational autoencoders,generative Download Generative Deep Learning: Teaching Machines to ...
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Generative Deep Learning: Teaching Machines to Paint, Write, Compose, and Play Generative modeling is one of the hottest topics in artificial intelligence. Recent advances in the field have shown how it’s possible to teach a machine to excel at human endeavors-such as drawing, composing music, and completing tasks-by generating an



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