Generative Deep Learning: Teaching Machines to Paint, Write, Compose, and Play. David Foster
Generative-Deep-Learning.pdf
ISBN: 9781492041948 | 322 pages | 9 Mb
- 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
Free ebook downloads mobi 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 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 - David Foster - böcker (9781492041948
With this practical book, machine learning engineers and data scientists will learn Undertitel: Teaching Machines to Paint, Write, Compose and Play; Språk:
Blog: Applied Data Science
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Generative Deep Learning: Teaching machines how to paint, write, compose and play. O'Reilly March 1, 2019. With this practical book, machine learning
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Deep Learning: Teaching machines to paint, write, compose and play: https:// applied-data.science/blog/generative-deep-learning-book …
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Generative Deep Learning: Teaching Machines to Paint, Write, Compose, and Play. David Foster. Paperback. $66.49 · Hands-on Machine Learning with
arXiv:1903.04411v2 [cs.CV] 22 Mar 2019
compose texture-rich images into strokes and make long- term plans. studied in teaching machines to learn painting-related skills, such as
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'Hi, I'm a machine learning engineer from Google. experience with machine learning or data science and here I was writing my first line of Python 3-weeks prior. 'Yeah, but during those 3-hours, all I'm doing is playing chess.' .. it for a fun application of teaching a neural network how to paint an image,
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He likely never thought those words would apply to machines. Yet artificial intelligence has demonstrated a growing aptitude for creativity, whether writing a on its own machine-learning education, and to solve problems by thinking enough to spontaneously compose hit songs or paint masterpieces.
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