{"product_id":"data-algorithms-with-spark-recipes-and-design-patterns-for-scaling-up-using-pyspark-9781492082385","title":"Data Algorithms with Spark: Recipes and Design Patterns for Scaling Up Using Pyspark","description":"\u003cp\u003e • Author(s): Mahmoud Parsian\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\u003eApache Spark's speed, ease of use, sophisticated analytics, and multilanguage support makes practical knowledge of this cluster-computing framework a required skill for data engineers and data scientists. With this hands-on guide, anyone looking for an introduction to Spark will learn practical algorithms and examples using PySpark. \u003c\/p\u003e\u003cp\u003e In each chapter, author Mahmoud Parsian shows you how to solve a data problem with a set of Spark transformations and algorithms. You'll learn how to tackle problems involving ETL, design patterns, machine learning algorithms, data partitioning, and genomics analysis. Each detailed recipe includes PySpark algorithms using the PySpark driver and shell script. \u003c\/p\u003e\u003cp\u003e With this book, you will: \u003c\/p\u003e\u003cul\u003e \u003cli\u003eLearn how to select Spark transformations for optimized solutions \u003c\/li\u003e\n\u003cli\u003eExplore powerful transformations and reductions including reduceByKey(), combineByKey(), and mapPartitions() \u003c\/li\u003e\n\u003cli\u003eUnderstand data partitioning for optimized queries \u003c\/li\u003e\n\u003cli\u003eBuild and apply a model using PySpark design patterns \u003c\/li\u003e\n\u003cli\u003eApply motif-finding algorithms to graph data \u003c\/li\u003e\n\u003cli\u003eAnalyze graph data by using the GraphFrames API \u003c\/li\u003e\n\u003cli\u003eApply PySpark algorithms to clinical and genomics data \u003c\/li\u003e\n\u003cli\u003eLearn how to use and apply feature engineering in ML algorithms \u003c\/li\u003e\n\u003cli\u003eUnderstand and use practical and pragmatic data design patterns \u003c\/li\u003e\n\u003c\/ul\u003e","brand":"O'Reilly Media","offers":[{"title":"Paperback","offer_id":45029506351255,"sku":"9781492082385","price":5565.0,"currency_code":"INR","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0666\/3471\/1191\/files\/9781492082385.webp?v=1769204022","url":"https:\/\/atlanticbooks.com\/products\/data-algorithms-with-spark-recipes-and-design-patterns-for-scaling-up-using-pyspark-9781492082385","provider":"Atlantic Books","version":"1.0","type":"link"}