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

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”  Generative Deep Learning: Teaching Machines to - Google Books
Generative modeling is one of the hottest topics in artificial intelligence. Generative Deep Learning: Teaching Machines to Paint, Write, Compose and Play. Foster David. Generative Deep Learning: Teaching Machines to
Foster David. Generative Deep Learning: Teaching Machines to Paint, Write, Compose and Play. Файл формата pdf; размером 10,45 МБ. 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,  Practical Time Series Analysis: Prediction with Statistics and
Practical Time Series Analysis: Prediction with Statistics and Machine Learning [ Aileen Nielsen] on Amazon.com. *FREE* shipping on qualifying offers. Solve the   Hands-on Machine Learning with Scikit-Learn, Keras, and
Through a series of recent breakthroughs, deep learning has boosted the Generative Deep Learning: Teaching Machines to Paint, Write, Compose, and Play.

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