{"product_id":"generative-ai-with-python-and-tensorflow-2-create-images-text-and-music-with-vaes-gans-lstms-transformer-models-9781800200883","title":"Generative AI with Python and TensorFlow 2: Create images, text, and music with VAEs, GANs, LSTMs, Transformer models","description":"\u003cb\u003eBook Synopsis\u003c\/b\u003e\u003cbr\u003e\u003cp\u003e\u003cb\u003eFun and exciting projects to learn what artificial minds can create\u003c\/b\u003e\u003c\/p\u003eKey Features\u003cul\u003e\n\u003cli\u003eCode examples are in TensorFlow 2, which make it easy for PyTorch users to follow along\u003c\/li\u003e\n\u003cli\u003eLook inside the most famous deep generative models, from GPT to MuseGAN\u003c\/li\u003e\n\u003cli\u003eLearn to build and adapt your own models in TensorFlow 2.x\u003c\/li\u003e\n\u003cli\u003eExplore exciting, cutting-edge use cases for deep generative AI\u003c\/li\u003e\n\u003c\/ul\u003eBook Description\u003cp\u003eMachines are excelling at creative human skills such as painting, writing, and composing music. Could you be more creative than generative AI?\u003c\/p\u003e\u003cp\u003eIn this book, you’ll explore the evolution of generative models, from restricted Boltzmann machines and deep belief networks to VAEs and GANs. You’ll learn how to implement models yourself in TensorFlow and get to grips with the latest research on deep neural networks.\u003c\/p\u003e\u003cp\u003eThere’s been an explosion in potential use cases for generative models. You’ll look at Open AI’s news generator, deepfakes, and training deep learning agents to navigate a simulated environment.\u003c\/p\u003e \u003cp\u003eRecreate the code that’s under the hood and uncover surprising links between text, image, and music generation.\u003c\/p\u003eWhat you will learn\u003cul\u003e\n\u003cli\u003eExport the code from GitHub into Google Colab to see how everything works for yourself\u003c\/li\u003e\n\u003cli\u003eCompose music using LSTM models, simple GANs, and MuseGAN\u003c\/li\u003e\n\u003cli\u003eCreate deepfakes using facial landmarks, autoencoders, and pix2pix GAN\u003c\/li\u003e\n\u003cli\u003eLearn how attention and transformers have changed NLP\u003c\/li\u003e\n\u003cli\u003eBuild several text generation pipelines based on LSTMs, BERT, and GPT-2\u003c\/li\u003e\n\u003cli\u003eImplement paired and unpaired style transfer with networks like StyleGAN\u003c\/li\u003e\n\u003cli\u003eDiscover emerging applications of generative AI like folding proteins and creating videos from images\u003c\/li\u003e\n\u003c\/ul\u003eWho this book is for\u003cp\u003eThis is a book for Python programmers who are keen to create and have some fun using generative models. To make the most out of this book, you should have a basic familiarity with math and statistics for machine learning.\u003c\/p\u003e\u003cbr\u003e\u003cbr\u003e\u003cb\u003eTable of Contents\u003c\/b\u003e\u003cbr\u003eTable of Contents\u003col\u003e\n\u003cli\u003eAn Introduction to Generative AI: \"Drawing\" Data from Models\u003c\/li\u003e\n\u003cli\u003eSetting Up a TensorFlow Lab\u003c\/li\u003e\n\u003cli\u003eBuilding Blocks of Deep Neural Networks\u003c\/li\u003e\n\u003cli\u003eTeaching Networks to Generate Digits\u003c\/li\u003e\n\u003cli\u003ePainting Pictures with Neural Networks Using VAEs\u003c\/li\u003e\n\u003cli\u003eImage Generation with GANs\u003c\/li\u003e\n\u003cli\u003eStyle Transfer with GANs\u003c\/li\u003e\n\u003cli\u003eDeepfakes with GANs\u003c\/li\u003e\n\u003cli\u003eThe Rise of Methods for Text Generation\u003c\/li\u003e\n\u003cli\u003eNLP 2.0: Using Transformers to Generate Text\u003c\/li\u003e\n\u003cli\u003eComposing Music with Generative Models\u003c\/li\u003e\n\u003cli\u003ePlay Video Games with Generative AI: GAIL\u003c\/li\u003e\n\u003cli\u003eEmerging Applications in Generative AI\u003c\/li\u003e\n\u003c\/ol\u003e","brand":"Packt Publishing Limited","offers":[{"title":"Default Title","offer_id":52085562114391,"sku":"9781800200883","price":55.15,"currency_code":"GBP","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0817\/1739\/5799\/files\/9781800200883.jpg?v=1762209989","url":"https:\/\/bookcurl.com\/products\/generative-ai-with-python-and-tensorflow-2-create-images-text-and-music-with-vaes-gans-lstms-transformer-models-9781800200883","provider":"Book Curl","version":"1.0","type":"link"}