{"product_id":"high-performance-spark-1","title":"High Performance Spark","description":"\u003cp\u003eApache Spark is amazing when everything clicks. But if you haven't seen the performance improvements you expected or still don't feel confident enough to use Spark in production, this practical book is for you. Authors Holden Karau, Rachel Warren, and Anya Bida walk you through the secrets of the Spark code base, and demonstrate performance optimizations that will help your data pipelines run faster, scale to larger datasets, and avoid costly antipatterns.\u003c\/p\u003e\u003cp\u003eIdeal for data engineers, software engineers, data scientists, and system administrators, the second edition of High Performance Spark presents new use cases, code examples, and best practices for Spark 3.x and beyond. This book gives you a fresh perspective on this continually evolving framework and shows you how to work around bumps on your Spark and PySpark journey.\u003c\/p\u003e\u003cp\u003eWith this book, you'll learn how to:\u003c\/p\u003e\u003cul\u003e\n\u003cli\u003eAccelerate your ML workflows with integrations including PyTorch\u003c\/li\u003e\n\u003cli\u003eHandle key skew and take advantage of Spark's new dynamic partitioning\u003c\/li\u003e\n\u003cli\u003eMake your code reliable with scalable testing and validation techniques\u003c\/li\u003e\n\u003cli\u003eMake Spark high performance\u003c\/li\u003e\n\u003cli\u003eDeploy Spark on Kubernetes and similar environments\u003c\/li\u003e\n\u003cli\u003eTake advantage of GPU acceleration with RAPIDS and resource profiles\u003c\/li\u003e\n\u003cli\u003eGet your Spark jobs to run faster\u003c\/li\u003e\n\u003cli\u003eUse Spark to productionize exploratory data science projects\u003c\/li\u003e\n\u003cli\u003eHandle even larger datasets with Spark\u003c\/li\u003e\n\u003cli\u003eGain faster insights by reducing pipeline running times\u003c\/li\u003e\n\u003c\/ul\u003e","brand":"O'Reilly Media","offers":[{"title":"Default Title","offer_id":55476751728984,"sku":"9781098145859","price":65.99,"currency_code":"EUR","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0278\/1295\/4195\/files\/9781098145859.jpg?v=1780416928","url":"https:\/\/agendabookshop.com\/products\/high-performance-spark-1","provider":"Agenda Bookshop","version":"1.0","type":"link"}