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Generative Deep Learning

129,000₫

Generative modeling is one of the hottest topics in AI. It’s now possible to teach a machine to excel at human endeavors such as painting, writing, and composing music.

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Mã sản phẩm: STA339
Danh mục: Sách IT, Sách chuyên ngành
Tình trạng: Còn hàng

Mô tả

Generative Deep Learning (Sách gia công, Bìa mềm)

Generative Deep Learning

Thể loại:Computers - Computer Science

Năm:2019

In lần thứ:1

Ngôn ngữ:English

Trang:327

Generative modeling is one of the hottest topics in AI. It’s now possible to teach a machine to excel at human endeavors such as painting, writing, and composing music. With this practical book, machine-learning engineers and data scientists will discover how to re-create some of the most impressive examples of generative deep learning models, such as variational autoencoders,generative adversarial networks (GANs), encoder-decoder models and world models.

Author David Foster demonstrates the inner workings of each technique, starting with the basics of deep learning before advancing to some of the most cutting-edge algorithms in the field. Through tips and tricks, you’ll understand how to make your models learn more efficiently and become more creative.

• Discover how variational autoencoders can change facial expressions in photos

• Build practical GAN examples from scratch, including CycleGAN for style transfer and MuseGAN for music generation

• Create recurrent generative models for text generation and learn how to improve the models using attention

• Understand how generative models can help agents to accomplish tasks within a reinforcement learning setting

• Explore the architecture of the Transformer (BERT, GPT-2) and image generation models such as ProGAN and StyleGAN