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Generative Deep Learning

Teaching Machines To Paint, Write, Compose, and Play

Generative Deep Learning
By
Binding
Paperback
ISBN-13
9781098134181
Edition
2
Release Date
2023-05-12
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Generative Deep Learning: Teaching Machines To Paint, Write, Compose, and Play - Price Comparison

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Bookshop.org Description
Generative Deep Learning: Teaching Machines To Paint, Write, Compose, and Play
Hive Description
Generative Deep Learning : Teaching Machines To Paint, Write, Compose, and Play, David Foster
LoveReading Description
Generative Deep Learning. Paperback. By David Foster
TGJones Description
Generative AI is the hottest topic in tech. This practical book teaches machine learning engineers and data scientists how to use TensorFlow and Keras to create impressive generative deep learning models from scratch, including variational autoencoders (VAEs), generative adversarial networks (GANs), Transformers, normalizing flows, energy-based models, and denoising diffusion models. The book starts with the basics of deep learning and progresses to cutting-edge architectures.Through tips and tricks, you'll understand how to make your models learn more efficiently and become more creative. Discover how VAEs can change facial expressions in photosTrain GANs to generate images based on your own datasetBuild diffusion models to produce new varieties of flowersTrain your own GPT for text generationLearn how large language models like ChatGPT are trainedExplore state-of-the-art architectures such as StyleGAN2 and ViT-VQGANCompose polyphonic music using Transformers and MuseGANUnderstand how generative world models can solve reinforcement learning tasksDive into multimodal models such as DALL.E 2, Imagen, and Stable DiffusionThis book also explores the future of generative AI and how individuals and companies can proactively begin to leverage this remarkable new technology to create competitive advantage.
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