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Brief Summary of Book: Generative Deep Learning: Teaching Machines to Paint, Write, Compose, and Play by David Foster
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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 deep learningLearn about libraries such as Keras and TensorFlowDiscover how variational autoencoders workGet practical examples of generative adversarial networks (GANs)Understand how autoregressive generative models functionApply generative models within a reinforcement learning setting to accomplish tasks
Generative Deep Learning: Teaching Machines to Paint, Write, Compose, and Play by David Foster – eBook Details
Before you start Complete Generative Deep Learning: Teaching Machines to Paint, Write, Compose, and Play PDF EPUB by David Foster Download, you can read below technical ebook details:
- Full Book Name: Generative Deep Learning: Teaching Machines to Paint, Write, Compose, and Play
- Author Name: David Foster
- Book Genre: Artificial Intelligence, Computer Science, Nonfiction, Programming, Technical, Technology, Textbooks
- Series Detail:
- ISBN # 9781492041948
- ASIN # 1492041947
- Edition Language: English
- Date of Publication: July 23, 2019
- PDF / EPUB File Name: Generative_Deep_Learning_2nd_Edition_-_David_Foster.pdf, Generative_Deep_Learning_2nd_Edition_-_David_Foster.epub
- PDF File Size: 74 MB
- EPUB File Size: 58 MB
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