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Polars Cookbook. Over 60 practical recipes to transform, manipulate, and analyze your data using Python Polars 1.x Yuki Kakegawa, Marco Gorelli

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Polars Cookbook. Over 60 practical recipes to transform, manipulate, and analyze your data using Python Polars 1.x Yuki Kakegawa, Marco Gorelli - okladka książki

Polars Cookbook. Over 60 practical recipes to transform, manipulate, and analyze your data using Python Polars 1.x Yuki Kakegawa, Marco Gorelli - okladka książki

Autorzy:
Yuki Kakegawa, Marco Gorelli
Serie wydawnicze:
Cookbook
Ocena:
Bądź pierwszym, który oceni tę książkę
Stron:
394
Dostępne formaty:
     PDF
     ePub

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The Polars Cookbook is a comprehensive, hands-on guide to Python Polars, one of the first resources dedicated to this powerful data processing library. Written by Yuki Kakegawa, a seasoned data analytics consultant who has worked with industry leaders like Microsoft and Stanford Health Care, this book offers targeted, real-world solutions to data processing, manipulation, and analysis challenges. The book also includes a foreword by Marco Gorelli, a core contributor to Polars, ensuring expert insights into Polars' applications.
From installation to advanced data operations, you’ll be guided through data manipulation, advanced querying, and performance optimization techniques. You’ll learn to work with large datasets, conduct sophisticated transformations, leverage powerful features like chaining, and understand its caveats. This book also shows you how to integrate Polars with other Python libraries such as pandas, numpy, and PyArrow, and explore deployment strategies for both on-premises and cloud environments like AWS, BigQuery, GCS, Snowflake, and S3.
With use cases spanning data engineering, time series analysis, statistical analysis, and machine learning, Polars Cookbook provides essential techniques for optimizing and securing your workflows. By the end of this book, you'll possess the skills to design scalable, efficient, and reliable data processing solutions with Polars.

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O autorze książki

Yuki Kakegawa is a data professional with a background in Computer Science. Yuki has worked in the data space for several years, most of which was spent in consulting, building data pipelines, data models, and visualizations. His clients varied in industries such as healthcare, education, insurance, private equity, and retail. Yuki has worked with various companies, including Microsoft and Stanford Health Care, to name a few.
Today, Yuki works at Humana, providing consultations and analytics for his internal customers. Yuki also works as an independent consultant, helping small to midsize businesses implement data analytics solutions.
Yuki has a passion for sharing his knowledge through social platforms such as LinkedIn and his tech blog.

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