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Generative AI is the most well liked subject in tech. This sensible guide teaches machine studying engineers and information scientists find out how to use TensorFlow and Keras to create spectacular generative deep studying fashions from scratch, together with variational autoencoders (VAEs), generative adversarial networks (GANs), Transformers, normalizing flows, energy-based fashions, and denoising diffusion fashions.
The guide begins with the fundamentals of deep studying and progresses to cutting-edge architectures. By way of ideas and methods, you may perceive find out how to make your fashions be taught extra effectively and turn into extra artistic.
Uncover how VAEs can change facial expressions in images Prepare GANs to generate pictures primarily based by yourself dataset Construct diffusion fashions to supply new types of flowers Prepare your individual GPT for textual content technology Learn the way massive language fashions like ChatGPT are educated Discover state-of-the-art architectures akin to StyleGAN2 and ViT-VQGAN Compose polyphonic music utilizing Transformers and MuseGAN Perceive how generative world fashions can remedy reinforcement studying duties Dive into multimodal fashions akin to DALL.E 2, Imagen, and Secure Diffusion
This guide additionally explores the way forward for generative AI and the way people and corporations can proactively start to leverage this outstanding new expertise to create aggressive benefit.
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Writer : O’Reilly Media
Publication date : June 6 2023
Version : 2nd
Language : English
Print size : 453 pages
ISBN-10 : 1098134184
ISBN-13 : 978-1098134181
Merchandise weight : 726 g
Dimensions : 17.78 x 1.91 x 23.5 cm
Finest Sellers Rank: #245,422 in Books (See Prime 100 in Books) #24 in Generative AI #39 in Machine Idea #41 in Pc Imaginative and prescient & Sample Recognition
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