Mastering Python Polars: Hands-On Techniques for Faster DataFrames, Scalable Analytics, and Real-World Projects with Pandas and Arrow

By Mark Edwards

Is your data pipeline slow and inefficient? Ready to harness the true power of modern data processing?

Mastering Python Polars is your comprehensive guide to transforming how you work with data. With Polars, you'll learn how to dramatically speed up your data manipulations and scale your workflows like never before. This book takes you through everything from setting up Polars in your environment to advanced techniques like real-time data processing and integration with popular libraries such as Pandas and Apache Arrow.

In this book, you'll discover how to:

Process massive datasets with lightning speed and minimal memory consumption, thanks to Polars' columnar design and efficient multi-threading.

Master advanced data transformations including grouping, aggregating, and filtering, all while optimizing performance for both small and large datasets.

Build real-time analytics pipelines that are fast, reliable, and ready for production.

Prepare data for machine learning with optimized, clean pipelines that streamline the entire process.

Visualize your insights using powerful plotting tools like Altair, Matplotlib, and Plotly, integrated seamlessly with Polars.

This book goes beyond the basics. You'll dive deep into the capabilities of Polars to solve real-world data problems with proven, hands-on techniques and comprehensive case studies. Whether you're working with small files or dealing with big data, this book will help you work faster, smarter, and more efficiently.

Grab your copy now and discover how Polars can revolutionize your data processing workflows, saving you time and boosting your performance.

• Format: Paperback
• Language: English
• ISBN: B0FNDJPJC4
• ISBN13: 9798299207095
• Release Date: August 2025
• Publisher: Independently Published
• Length: 238 Pages
• Weight: 0.92 lbs.
• Dimensions: 0.5" x 7.0" x 10.0"