{"product_id":"scaling-machine-learning-with-spark-distributed-ml-with-mllib-tensorflow-and-pytorch-9781098106829","title":"Scaling Machine Learning with Spark: Distributed ML with Mllib, Tensorflow, and Pytorch","description":"\u003cp\u003eLearn how to build end-to-end scalable machine learning solutions with Apache Spark. With this practical guide, author Adi Polak introduces data and ML practitioners to creative solutions that supersede today's traditional methods. You'll learn a more holistic approach that takes you beyond specific requirements and organizational goals--allowing data and ML practitioners to collaborate and understand each other better.\u003c\/p\u003e \u003cp\u003e\u003cem\u003eScaling Machine Learning with Spark\u003c\/em\u003e examines several technologies for building end-to-end distributed ML workflows based on the Apache Spark ecosystem with Spark MLlib, MLflow, TensorFlow, and PyTorch. If you're a data scientist who works with machine learning, this book shows you when and why to use each technology.\u003c\/p\u003e \u003cp\u003eYou will: \u003c\/p\u003e \u003cul\u003e \u003cli\u003eExplore machine learning, including distributed computing concepts and terminology\u003c\/li\u003e \u003cli\u003eManage the ML lifecycle with MLflow\u003c\/li\u003e \u003cli\u003eIngest data and perform basic preprocessing with Spark\u003c\/li\u003e \u003cli\u003eExplore feature engineering, and use Spark to extract features\u003c\/li\u003e \u003cli\u003eTrain a model with MLlib and build a pipeline to reproduce it\u003c\/li\u003e \u003cli\u003eBuild a data system to combine the power of Spark with deep learning\u003c\/li\u003e \u003cli\u003eGet a step-by-step example of working with distributed TensorFlow\u003c\/li\u003e \u003cli\u003eUse PyTorch to scale machine learning and its internal architecture\u003c\/li\u003e\n\u003cbr\u003e\u003cbr\u003e\u003cb\u003eAuthor:\u003c\/b\u003e \u003ca href=\"https:\/\/correctionsbookstore.com\/search?type=product%2Carticle%2Cpage\u0026amp;q=AUTH-15542350\"\u003eAdi Polak\u003c\/a\u003e\u003cbr\u003e\u003cb\u003ePublisher:\u003c\/b\u003e O'Reilly Media\u003cbr\u003e\u003cb\u003ePublished:\u003c\/b\u003e 04\/11\/2023\u003cbr\u003e\u003cb\u003ePages:\u003c\/b\u003e 291\u003cbr\u003e\u003cb\u003eBinding Type:\u003c\/b\u003e Paperback\u003cbr\u003e\u003cb\u003eWeight:\u003c\/b\u003e 1.04lbs\u003cbr\u003e\u003cb\u003eSize:\u003c\/b\u003e 9.19h x 7.00w x 0.62d\u003cbr\u003e\u003cb\u003eISBN13:\u003c\/b\u003e 9781098106829\u003cbr\u003e\u003cb\u003eISBN10:\u003c\/b\u003e 1098106822\u003cbr\u003e\u003cb\u003eBISAC Categories:\u003c\/b\u003e\u003cbr\u003e- \u003ca href=\"https:\/\/correctionsbookstore.com\/search?type=product%2Carticle%2Cpage\u0026amp;q=CAT-COM\"\u003eComputers\u003c\/a\u003e | \u003ca href=\"https:\/\/correctionsbookstore.com\/search?type=product%2Carticle%2Cpage\u0026amp;q=BISAC-COM094000\"\u003eData Science | Machine Learning\u003c\/a\u003e\u003cbr\u003e- \u003ca href=\"https:\/\/correctionsbookstore.com\/search?type=product%2Carticle%2Cpage\u0026amp;q=CAT-COM\"\u003eComputers\u003c\/a\u003e | \u003ca href=\"https:\/\/correctionsbookstore.com\/search?type=product%2Carticle%2Cpage\u0026amp;q=BISAC-COM051390\"\u003eProgramming | Open Source\u003c\/a\u003e\u003cbr\u003e- \u003ca href=\"https:\/\/correctionsbookstore.com\/search?type=product%2Carticle%2Cpage\u0026amp;q=CAT-COM\"\u003eComputers\u003c\/a\u003e | \u003ca href=\"https:\/\/correctionsbookstore.com\/search?type=product%2Carticle%2Cpage\u0026amp;q=BISAC-COM004000\"\u003eArtificial Intelligence | General\u003c\/a\u003e\u003cbr\u003e\n\u003c\/ul\u003e","brand":"O'Reilly Media","offers":[{"title":"Default Title","offer_id":45876710736047,"sku":"9781098106829","price":79.99,"currency_code":"USD","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0651\/9255\/8767\/files\/img_5233ddef-5506-41ce-b257-5a9aea4ea05f.jpg?v=1757694149","url":"https:\/\/www.correctionsbookstore.com\/es\/products\/scaling-machine-learning-with-spark-distributed-ml-with-mllib-tensorflow-and-pytorch-9781098106829","provider":"Corrections Bookstore ","version":"1.0","type":"link"}