{"product_id":"ultimate-python-polars-for-data-sunny-khilare-9789349887350","title":"Ultimate Python Polars for Data Analytics","description":"\u003cp\u003e\u003cstrong\u003e\u003cem\u003eDesign Optimized, Large-Scale Data Workflows Using Python Polars\u003c\/em\u003e\u003c\/strong\u003e\u003c\/p\u003e\u003cp\u003e\u003c\/p\u003e\u003cp\u003e\u003cstrong\u003eKey Features\u003c\/strong\u003e\u003c\/p\u003e\u003cp\u003e● Get a free one-month digital subscription to www.avaskillshelf.com\u003c\/p\u003e\u003cp\u003e● Progress from Polar fundamentals to scalable, production-grade data pipelines.\u003c\/p\u003e\u003cp\u003e● Leverage lazy execution and query optimization for high-performance analytics.\u003c\/p\u003e\u003cp\u003e● Apply Polars to real-world ML, big data, and cloud-scale ETL workflows.\u003c\/p\u003e\u003cp\u003e\u003c\/p\u003e\u003cp\u003e\u003cstrong\u003eBook Description\u003c\/strong\u003e\u003c\/p\u003e\u003cp\u003eThis book, \u003cstrong\u003e\u003cem\u003eUltimate Python Polars for Data Analytics\u003c\/em\u003e\u003c\/strong\u003e, is a hands-on guide to mastering this high-performance framework. You will begin by understanding Polars' architecture, execution engine, and columnar memory model-core concepts that drive its exceptional speed and efficiency. From there, the book moves into advanced data transformations, multi-table joins, window functions, and aggregation strategies designed for large-scale datasets.\u003c\/p\u003e\u003cp\u003e\u003c\/p\u003e\u003cp\u003e\u003cstrong\u003eWhat you will learn\u003c\/strong\u003e\u003c\/p\u003e\u003cp\u003e● Understand Polars' architecture, execution engine, and memory model.\u003c\/p\u003e\u003cp\u003e● Design scalable data pipelines using lazy evaluation strategies.\u003c\/p\u003e\u003cp\u003e● Perform complex transformations, joins, and aggregations efficiently.\u003c\/p\u003e\u003cp\u003e\u003c\/p\u003e\u003cp\u003e\u003cstrong\u003eWho is This Book For?\u003c\/strong\u003e\u003c\/p\u003e\u003cp\u003eThis book is tailored for data analysts, data engineers, data scientists, and machine learning practitioners who want to build high-performance, scalable data workflows using Python. Readers should be comfortable with Python programming and have basic familiarity with SQL and Pandas for data manipulation.\u003c\/p\u003e\u003cp\u003e\u003c\/p\u003e\u003cp\u003e\u003cstrong\u003eTable of Contents\u003c\/strong\u003e\u003c\/p\u003e\u003cp\u003e1. Introduction to Polars\u003c\/p\u003e\u003cp\u003e2. Core Concepts of Data Frames and Data Structures\u003c\/p\u003e\u003cp\u003e3. Polars Configuration\u003c\/p\u003e\u003cp\u003e4. I\/O Operations and Basic Data Manipulation\u003c\/p\u003e\u003cp\u003e5. Complex Data Transformation with Polars\u003c\/p\u003e\u003cp\u003e6. Data Visualization\u003c\/p\u003e\u003cp\u003e7. SQL Integration with Polars\u003c\/p\u003e\u003cp\u003e8. Extending Polars with UDF and PyO3\u003c\/p\u003e\u003cp\u003e9. Working with Large Datasets\u003c\/p\u003e\u003cp\u003e10. Profiling, Optimization, and Testing\u003c\/p\u003e\u003cp\u003e11. Market Data Analysis Using Polars\u003c\/p\u003e\u003cp\u003e12. Machine Learning with Polars\u003c\/p\u003e\u003cp\u003e13. Big Data Analysis with Polars\u003c\/p\u003e\u003cp\u003e14. Emerging Trends and Best Practices\u003c\/p\u003e\u003cp\u003e \u003cstrong\u003eIndex\u003c\/strong\u003e\u003c\/p\u003e\u003cbr\u003e\u003cbr\u003e\u003cb\u003eAuthor:\u003c\/b\u003e Sunny Khilare\u003cbr\u003e\u003cb\u003eISBN-10:\u003c\/b\u003e 9349887355\u003cbr\u003e\u003cb\u003eISBN-13:\u003c\/b\u003e 9789349887350\u003cbr\u003e\u003cb\u003ePublisher:\u003c\/b\u003e Orange Education Pvt Ltd\u003cbr\u003e\u003cb\u003eLanguage:\u003c\/b\u003e English\u003cbr\u003e\u003cb\u003ePublished:\u003c\/b\u003e 03\/12\/2026\u003cbr\u003e\u003cb\u003ePages:\u003c\/b\u003e 336\u003cbr\u003e\u003cb\u003eFormat:\u003c\/b\u003e Paperback\u003cbr\u003e\u003cb\u003eWeight:\u003c\/b\u003e 1.27lbs\u003cbr\u003e\u003cb\u003eSize:\u003c\/b\u003e 9.25h x 7.50w x 0.70d","brand":"Sunny Khilare","offers":[{"title":"Paperback","offer_id":48874603479295,"sku":"9789349887350","price":39.95,"currency_code":"USD","in_stock":true}],"url":"https:\/\/www.whiterainbookhouse.com\/products\/ultimate-python-polars-for-data-sunny-khilare-9789349887350","provider":"WR Book House","version":"1.0","type":"link"}