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

GANs from Scratch 1: A deep introduction. With code in PyTorch and
In this blog post we will explore Generative Adversarial Networks Output of a GAN through time, learning to Create Hand-written digits. AI that uses data to “ teach” a machine/program how to perform a new task. For this purpose, we can describe Machine Learning as applied . compose = transforms. Generative Deep Learning: Teaching Machines to Paint, Write
Generative Deep Learning: Teaching Machines to Paint, Write, Compose, and Play: Amazon.es: David Foster: Libros en idiomas extranjeros. Generative Deep Learning: Teaching Machines to Paint, Write
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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. Download [ FreeCourseWeb ] Generative Deep Learning- Teaching
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Richard McElreath. 4.6 out of 5 stars 46. Hardcover. $86.67 · Generative Deep Learning: Teaching Machines to Paint, Write, Compose and Play. David Foster. Machine Learning Lab @ TU Darmstadt
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8.2 Machine learning and novelty generation: the innovation engine, in situations where the task is hard to write down formally and thus an explicit al- to a painting, or play music by mimicking sounds of acoustic instruments. The because the decoder is constrained to compose the stroke features in such a way. Generative Deep Learning - Teaching Machines To Paint, Write
Generative Deep Learning - Teaching Machines To Paint, Write, Compose, And Play Generative modeling is one of the hottest topics in artificial intelligence. 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”  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. Gans in Action: Deep Learning with Generative - Amazon
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