Open Daily: 10am - 10pm | Alley door pickup 10am - 7pm 3038 Hennepin Ave Minneapolis, MN
612-822-4611

  • Open Daily: 10am - 10pm
    Alley-side Pickup: 10am - 7pm

    3038 Hennepin Ave Minneapolis, MN
    612-822-4611

Open Daily: 10am - 10pm | Alley-side Pickup: 10am - 7pm
3038 Hennepin Ave Minneapolis, MN
612-822-4611
Applied Data Science Using Pyspark: Learn the End-To-End Predictive Model-Building Cycle

Applied Data Science Using Pyspark: Learn the End-To-End Predictive Model-Building Cycle

Kakarla, Ramcharan
Krishnan, Sundar
Dhamodharan, Balaji

Paperback

DatabasesProbability & StatisticsProgramming

Publisher Price: $64.99

ISBN13: 9798868808197
Publisher: Apress
Published: Dec 2 2024
Pages: 449
Weight: 1.77
Height: 0.94 Width: 7.00 Depth: 10.00
Language: English

This comprehensive guide, featuring hand-picked examples of daily use cases, will walk you through the end-to-end predictive model-building cycle using the latest techniques and industry tricks. In Chapters 1, 2, and 3, we will begin by setting up the environment and covering the basics of PySpark, focusing on data manipulation. Chapter 4 delves into the art of variable selection, demonstrating various techniques available in PySpark. In Chapters 5, 6, and 7, we explore machine learning algorithms, their implementations, and fine-tuning techniques. Chapters 8 and 9 will guide you through machine learning pipelines and various methods to operationalize and serve models using Docker/API. Chapter 10 will demonstrate how to unlock the power of predictive models to create a meaningful impact on your business. Chapter 11 introduces some of the most widely used and powerful modeling frameworks to unlock real value from data.

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