{"product_id":"hands-on-neural-networks-with-tensorflow-2-0-understand-tensorflow-from-static-graph-to-eager-execution-and-design-neural-networks-9781789615555","title":"Hands-On Neural Networks with TensorFlow 2.0: Understand TensorFlow, from static graph to eager execution, and design neural networks","description":"\u003cb\u003eBook Synopsis\u003c\/b\u003e\u003cbr\u003e\u003cp\u003e\u003cb\u003eA comprehensive guide to developing neural network-based solutions using TensorFlow 2.0\u003c\/b\u003e\u003c\/p\u003eKey Features\u003cul\u003e\n\u003cli\u003eUnderstand the basics of machine learning and discover the power of neural networks and deep learning\u003c\/li\u003e\n\u003cli\u003eExplore the structure of the TensorFlow framework and understand how to transition to TF 2.0\u003c\/li\u003e\n\u003cli\u003eSolve any deep learning problem by developing neural network-based solutions using TF 2.0\u003c\/li\u003e\n\u003c\/ul\u003eBook Description\u003cp\u003eTensorFlow, the most popular and widely used machine learning framework, has made it possible for almost anyone to develop machine learning solutions with ease. With TensorFlow (TF) 2.0, you'll explore a revamped framework structure, offering a wide variety of new features aimed at improving productivity and ease of use for developers.\u003c\/p\u003e\u003cp\u003eThis book covers machine learning with a focus on developing neural network-based solutions. You'll start by getting familiar with the concepts and techniques required to build solutions to deep learning problems. As you advance, you’ll learn how to create classifiers, build object detection and semantic segmentation networks, train generative models, and speed up the development process using TF 2.0 tools such as TensorFlow Datasets and TensorFlow Hub.\u003c\/p\u003e\u003cp\u003eBy the end of this TensorFlow book, you'll be ready to solve any machine learning problem by developing solutions using TF 2.0 and putting them into production.\u003c\/p\u003eWhat you will learn\u003cul\u003e\n\u003cli\u003eGrasp machine learning and neural network techniques to solve challenging tasks\u003c\/li\u003e\n\u003cli\u003eApply the new features of TF 2.0 to speed up development\u003c\/li\u003e\n\u003cli\u003eUse TensorFlow Datasets (tfds) and the tf.data API to build high-efficiency data input pipelines\u003c\/li\u003e\n\u003cli\u003ePerform transfer learning and fine-tuning with TensorFlow Hub\u003c\/li\u003e\n\u003cli\u003eDefine and train networks to solve object detection and semantic segmentation problems\u003c\/li\u003e\n\u003cli\u003eTrain Generative Adversarial Networks (GANs) to generate images and data distributions\u003c\/li\u003e\n\u003cli\u003eUse the SavedModel file format to put a model, or a generic computational graph, into production\u003c\/li\u003e\n\u003c\/ul\u003eWho this book is for\u003cp\u003eIf you're a developer who wants to get started with machine learning and TensorFlow, or a data scientist interested in developing neural network solutions in TF 2.0, this book is for you. Experienced machine learning engineers who want to master the new features of the TensorFlow framework will also find this book useful.\u003c\/p\u003e\u003cp\u003eBasic knowledge of calculus and a strong understanding of Python programming will help you grasp the topics covered in this book.\u003c\/p\u003e\u003cbr\u003e\u003cbr\u003e\u003cb\u003eTable of Contents\u003c\/b\u003e\u003cbr\u003eTable of Contents\u003col\u003e\n\u003cli\u003eWhat is Machine Learning?\u003c\/li\u003e\n\u003cli\u003eNeural Networks and Deep Learning\u003c\/li\u003e\n\u003cli\u003eTensorFlow Graph Architecture\u003c\/li\u003e\n\u003cli\u003eTensorFlow 2.0 Architecture\u003c\/li\u003e\n\u003cli\u003eEfficient Data Input Pipelines and Estimator API\u003c\/li\u003e\n\u003cli\u003eImage Classification using TensorFlow Hub\u003c\/li\u003e\n\u003cli\u003eIntroduction to Object Detection\u003c\/li\u003e\n\u003cli\u003eSemantic Segmentation and Custom Dataset Builder\u003c\/li\u003e\n\u003cli\u003eGenerative Adversarial Networks\u003c\/li\u003e\n\u003cli\u003eBringing a Model to Production\u003c\/li\u003e\n\u003c\/ol\u003e","brand":"Packt Publishing Limited","offers":[{"title":"Default Title","offer_id":53516094144855,"sku":"9781789615555","price":29.44,"currency_code":"GBP","in_stock":true}],"url":"https:\/\/bookcurl.com\/products\/hands-on-neural-networks-with-tensorflow-2-0-understand-tensorflow-from-static-graph-to-eager-execution-and-design-neural-networks-9781789615555","provider":"Book Curl","version":"1.0","type":"link"}