{"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\u003e • Author(s): Adi Polak\u003cbr\u003e • Publisher: O'Reilly Media\u003cbr\u003e • Publisher Imprint: O'Reilly Media\u003cbr\u003e • BISAC: Data Science - Machine Learning\u003c\/p\u003e\u003cp\u003e\u003c\/p\u003e\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 \u003c\/ul\u003e","brand":"O'Reilly Media","offers":[{"title":"Paperback","offer_id":45045035597975,"sku":"9781098106829","price":5486.0,"currency_code":"INR","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0666\/3471\/1191\/files\/9781098106829.webp?v=1769198862","url":"https:\/\/atlanticbooks.com\/products\/scaling-machine-learning-with-spark-distributed-ml-with-mllib-tensorflow-and-pytorch-9781098106829","provider":"Atlantic Books","version":"1.0","type":"link"}