{"product_id":"scaling-machine-learning-with-spark-adi-polak-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 Adi Polak\u003cbr\u003e\u003cb\u003eISBN-10:\u003c\/b\u003e 1098106822\u003cbr\u003e\u003cb\u003eISBN-13:\u003c\/b\u003e 9781098106829\u003cbr\u003e\u003cb\u003ePublisher:\u003c\/b\u003e O'Reilly Media\u003cbr\u003e\u003cb\u003eLanguage:\u003c\/b\u003e English\u003cbr\u003e\u003cb\u003ePublished:\u003c\/b\u003e 04\/11\/2023\u003cbr\u003e\u003cb\u003ePages:\u003c\/b\u003e 291\u003cbr\u003e\u003cb\u003eFormat:\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\u003c\/ul\u003e","brand":"Adi Polak","offers":[{"title":"Paperback","offer_id":44078136819967,"sku":"9781098106829","price":79.99,"currency_code":"USD","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0662\/2982\/9887\/files\/img_877900bd-a791-437e-af67-9458f3460dd5.jpg?v=1685473744","url":"https:\/\/www.whiterainbookhouse.com\/products\/scaling-machine-learning-with-spark-adi-polak-9781098106829","provider":"WR Book House","version":"1.0","type":"link"}