{"product_id":"9781787121232","title":"Deep Learning with Hadoop","description":"\u003cp\u003e\u003cb\u003eBuild, implement and scale distributed deep learning models for large-scale datasets\u003c\/b\u003e\u003c\/p\u003e\u003cp\u003e\u003cb\u003eAbout This Book\u003c\/b\u003e\u003c\/p\u003e\u003cul\u003e\n\u003cli\u003eGet to grips with the deep learning concepts and set up Hadoop to put them to use\u003c\/li\u003e\n\u003cli\u003eImplement and parallelize deep learning models on Hadoop's YARN framework\u003c\/li\u003e\n\u003cli\u003eA comprehensive tutorial to distributed deep learning with Hadoop\u003c\/li\u003e\n\u003c\/ul\u003e\u003cb\u003eWho This Book Is For\u003c\/b\u003e\u003cp\u003eIf you are a data scientist who wants to learn how to perform deep learning on Hadoop, this is the book for you. Knowledge of the basic machine learning concepts and some understanding of Hadoop is required to make the best use of this book.\u003c\/p\u003e\u003cp\u003e\u003cb\u003eWhat You Will Learn\u003c\/b\u003e\u003c\/p\u003e\u003cul\u003e\n\u003cli\u003eExplore Deep Learning and various models associated with it\u003c\/li\u003e\n\u003cli\u003eUnderstand the challenges of implementing distributed deep learning with Hadoop and how to overcome it\u003c\/li\u003e\n\u003cli\u003eImplement Convolutional Neural Network (CNN) with deeplearning4j\u003c\/li\u003e\n\u003cli\u003eDelve into the implementation of Restricted Boltzmann Machines (RBM)\u003c\/li\u003e\n\u003cli\u003eUnderstand the mathematical explanation for implementing Recurrent Neural Networks (RNN)\u003c\/li\u003e\n\u003cli\u003eGet hands on practice of deep learning and their implementation with Hadoop.\u003c\/li\u003e\n\u003c\/ul\u003e\u003cb\u003eIn Detail\u003c\/b\u003e\u003cp\u003eThis book will teach you how to deploy large-scale dataset in deep neural networks with Hadoop for optimal performance.\u003c\/p\u003e\u003cp\u003e\u003c\/p\u003e\u003cp\u003eStarting with understanding what deep learning is, and what the various models associated with deep neural networks are, this book will then show you how to set up the Hadoop environment for deep learning. In this book, you will also learn how to overcome the challenges that you face while implementing distributed deep learning with large-scale unstructured datasets. The book will also show you how you can implement and parallelize the widely used deep learning models such as Deep Belief Networks, Convolutional Neural Networks, Recurrent Neural Networks, Restricted Boltzmann Machines and autoencoder using the popular deep learning library deeplearning4j.\u003c\/p\u003e\u003cp\u003e\u003c\/p\u003e\u003cp\u003eGet in-depth mathematical explanations and visual representations to help you understand the design and implementations of Recurrent Neural network and Denoising AutoEncoders with deeplearning4j. To give you a more practical perspective, the book will also teach you the implementation of large-scale video processing, image processing and natural language processing on Hadoop.\u003c\/p\u003e\u003cp\u003e\u003c\/p\u003e\u003cp\u003eBy the end of this book, you will know how to deploy various deep neural networks in distributed systems using Hadoop.\u003c\/p\u003e\u003cp\u003e\u003cb\u003eStyle and approach\u003c\/b\u003e\u003c\/p\u003e\u003cp\u003eThis book takes a comprehensive, step-by-step approach to implement efficient deep learning models on Hadoop. It starts from the basics and builds the readers' knowledge as they strengthen their understanding of the concepts. Practical examples are included in every step of the way to supplement the theory.\u003c\/p\u003e\u003cp\u003e\u003cbr\u003e\u003c\/p\u003e","brand":"Packt Publishing","offers":[{"title":"Default Title","offer_id":47181570965744,"sku":"9781787121232","price":25.99,"currency_code":"USD","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0737\/7593\/9824\/files\/9781787121232_p0.jpg?v=1763739027","url":"https:\/\/shop-qa.barnesandnoble.com\/products\/9781787121232","provider":"Barnes \u0026 Noble (DEV)","version":"1.0","type":"link"}