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
Free ebooks to download to computer Generative Deep Learning: Teaching Machines to Paint, Write, Compose, and Play English version by David Foster
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
Artistic Creativity in Artificial Intelligence
Exploratory Creativity and Machine Learning: Aaron, the Painter . The Turing Test result for the poem, The Saxophone Player . . . . . . . . . . . . 32. 2.5. Painting by AARON, computer program designed by Harold Cohen . . generativeart of producing computer programs that can draw pictures, write poems, compose
What Are Generative Adversarial Networks? - RSSUnify
Generative modeling is an unsupervised learning task in machine learning . are adversarial in the game theory sense, and are playing a zero-sum game. in turn teaching the generator to generate examples of that class in order to Creating Art. The ability to great new and artistic images, sketches, painting, and more.
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書名:Generative Deep Learning: Teaching Machines to Paint, Write, Compose, and Play,ISBN:1492041947,作者:Foster, David,出版社:O'Reilly Media,出版
книга Generative Deep Learning: Teaching Machines to Paint, Write
Название: Generative Deep Learning: Teaching Machines to Paint, Write, Compose and Play Автор: David Foster Страниц: 55. Формат: PDF, DJVU Размер:
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Generative Deep Learning: Teaching machines to paint, write, compose and play 2 by davidfoster | 0 comments on Hacker News.
Learning Generative Adversarial Networks: Next-generation deep
Learning Generative Adversarial Networks: Next-generation deep learning +. Deep Learning (Adaptive Computation and Machine Learning series). + .. Generative Deep Learning: Teaching Machines to Paint, Write, Compose, and Play.
Applied Data Science on Twitter: "Exciting news - our new book
Exciting news - our new book, 'Generative Deep Learning - Teaching Machines to Paint, Write, Compose and Play' is now available on early
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Learning UML 2.0: A Pragmatic Introduction to UML · Learning UML 2.0: A Generative Deep Learning: Teaching Machines to Paint, Write, Compose, and Play.
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,
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