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

Download books audio Generative Deep Learning: Teaching Machines to Paint, Write, Compose, and Play by David Foster 9781492041948


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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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Download books audio Generative Deep Learning: Teaching Machines to Paint, Write, Compose, and Play by David Foster 9781492041948

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 - Athenaeum Boekhandel
With this practical book, machine learning engineers and data scientists will 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,  《Generative Deep Learning: Teaching Machines to Paint, Write
Generative Deep Learning: Teaching Machines to Paint, Write, Compose and Play, 作者: David Foster, O'Reilly Media, Inc, USA, Generative modeling is one of   autoencoders - Prime Eligible - Amazon.com
Results 1 - 16 of 23 Generative Deep Learning: Teaching Machines to Paint, Write, Compose and Play Unsupervised Deep Learning in Python: Master Data Science and Machine Learning with Modern Neural Networks written in Python and  Hands-On Unsupervised Learning Using Python: How to Build
Many industry experts consider unsupervised learning the next frontier in Hands-On Machine Learning with Scikit-Learn and TensorFlow: Concepts, Tools, .. Restricted Boltzmann Machines, Deep Belief Networks and Generative . Generative Deep Learning: Teaching Machines to Paint, Write, Compose, and Play. Generative Deep Learning - GitHub
Generative Deep Learning. Teaching Machines to paint, write, compose and play . The official code repository for examples in the O'Reilly book 'Generative