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Generative Deep Learning: Teaching Machines to Paint, Write, Compose, and Play, Second Edition PDF

02023·54.728 MB·English
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by David Foster| 20230| 54.728| English

About Generative Deep Learning: Teaching Machines to Paint, Write, Compose, and Play, Second Edition

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 Diffusion

Detailed Information

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Author:David Foster
Publication Year:2023
ISBN:9781098134181
Language:English
File Size:54.728
Format:PDF
Price:FREE
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