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Generative Deep Learning: Teaching Machines to Paint, Write, Compose, and Play by David Foster
- Generative Deep Learning: Teaching Machines to Paint, Write, Compose, and Play
- David Foster
- Page: 322
- Format: pdf, ePub, mobi, fb2
- ISBN: 9781492041948
- Publisher: O'Reilly Media, Incorporated
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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, Write
Generative modeling is one of the hottest topics in artificial in Generative Deep Learning: Teaching Machines to Paint, Write, Compose, and Play.
Generative Deep Learning - Free PDF Download - eBook
Generative Deep Learning: Teaching Machines to Paint, Write, Compose, and Play.
Generative Deep Learning: Teaching Machines to Paint, Write
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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:
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I Can't Paint, But Meet My Robot – Hacker Noon
It was created by artificial intelligence and painted by a robotic arm, generated by a following some online courses to teach myself how to draw and paint. But after playing with some of the amazing AI image generation algorithms days on a machine learning cloud server (an AWS p2.xlarge instance).
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
Generative Deep Learning: Teaching Machines to Paint, Write
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Strengthening Deep Neural Networks: Making AI Less Susceptible
As Deep Neural Networks (DNNs) become increasingly common in Generative Deep Learning: Teaching Machines to Paint, Write, Compose, and Play.
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Generative Deep Learning: Teaching Machines to Paint, Write, Compose, Hands-on Machine Learning with Scikit-Learn, Keras, and TensorFlow, 2nd Edition
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Beginner's Guide to Using PyTorch for Deep Learning: Creating and
Generative Deep Learning: Teaching Machines to Paint, Write, Compose, and Play. David Foster. Paperback. $66.49 · Hands-on Machine Learning with