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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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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

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. Notes on Artificial Intelligence (AI), Machine Learning (ML) and
Notes on Artificial Intelligence, Machine Learning and Deep AI composers/ artists, hand writing recognition, Email marketing . They learn first by copying human players and then play one They are Convolutional Neural Networks, Recurrent Neural Networks and Generative Adversarial Networks. 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   Generative Deep Learning: Teaching Machines to Paint, Write
Название: Generative Deep Learning: Teaching Machines to Paint, Write, Compose and Play Автор: David FosterИздательство: O'Reilly  David Foster - Co-Founder - Applied Data Science | LinkedIn
Generative Deep Learning: Teaching machines how to paint, write, compose and play. O'Reilly March 1, 2019. With this practical book, machine learning 

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