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

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  • 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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Free ebooks download ipad 2 Generative Deep Learning: Teaching Machines to Paint, Write, Compose, and Play by David Foster DJVU PDB MOBI

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 Deep Learning: Teaching Machines to Paint, Write, Compose, and Play 1st Edition by David Foster [9781492041931, Format:  How to learn deep learning in 2 months - Quora
'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,  David Foster - Co-Founder - Applied Data Science | LinkedIn
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Generative Adversarial Networks, or GANs, offer a promising solution to Generative Deep Learning: Teaching Machines to Paint, Write, Compose and Play. What Are GANs? | Manning
Generative Adversarial Networks and their Potential Teaching Computers Creativity. One of the most exciting chapters in machine learning began in one of recognition[1] and defeating the world's top human player in a game of Go. set—for example, if we want a GAN to paint like Leonardo da Vinci,  deep learning - Amazon.com
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