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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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Download pdf full books Generative Deep Learning: Teaching Machines to Paint, Write, Compose, and Play English version

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

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  Deep Learning with Text: Natural Language Processing (Almost
The advent of deep learning has been transformative for many difficult Generative Deep Learning: Teaching Machines to Paint, Write, Compose, and Play. GANs in Action: Amazon.co.uk: Jakub Langr, Vladimir Bok
Generative Adversarial Networks, or GANs, offer a promising solution to Generative Deep Learning: Teaching Machines to Paint, Write, Compose and Play. 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. GANs in Action: Deep learning with Generative - Amazon.com
GANs in Action: Deep learning with Generative Adversarial Networks. +. Generative Deep Learning: Teaching Machines to Paint, Write, Compose, and Play. The GANfather: The man who's given machines the gift of imagination
Researchers were already using neural networks, algorithms loosely modeled on the web of neurons in the human brain, as “generative” 

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