{"product_id":"generative-deep-learning-teaching-machines-to-paint-write-compose-and-play","title":"Generative Deep Learning: Teaching Machines To Paint, Write, Compose, and Play","description":"\u003cp\u003eGenerative 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, energybased models, and denoising diffusion models.The book starts with the basics of deep learning and progresses to cuttingedge architectures. Through tips and tricks, youll understand how to make your models learn more efficiently and become more creative. Discover how VAEs can change facial expressions in photos Train GANs to generate images based on your own dataset Build diffusion models to produce new varieties of flowers Train your own GPT for text generation Learn how large language models like ChatGPT are trained Explore stateoftheart architectures such as StyleGAN2 and ViTVQGAN Compose polyphonic music using Transformers and MuseGAN Understand how generative world models can solve reinforcement learning tasks Dive 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.\u003c\/p\u003e","brand":"OReilly Media","offers":[{"title":"Default Title","offer_id":45901627621574,"sku":"DADAX1098134184","price":60.38,"currency_code":"USD","in_stock":false}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0695\/9389\/1014\/files\/81XMJ_7BbGL.jpg?v=1780326217","url":"https:\/\/ergodemedia.com\/products\/generative-deep-learning-teaching-machines-to-paint-write-compose-and-play","provider":"Ergodemedia","version":"1.0","type":"link"}