The Ultimate Guide to Snowpark: Design and deploy Snowpark with Python for efficient data workloads

Sgs, Shankar Narayanan, Ss, Vivekanandan, Hollan, Jeff

  • 出版商: Packt Publishing
  • 出版日期: 2024-05-30
  • 售價: $1,740
  • 貴賓價: 9.5$1,653
  • 語言: 英文
  • 頁數: 254
  • 裝訂: Quality Paper - also called trade paper
  • ISBN: 1805123416
  • ISBN-13: 9781805123415
  • 相關分類: Python程式語言
  • 海外代購書籍(需單獨結帳)

相關主題

商品描述

Develop robust data pipelines, deploy mature machine learning models, and build secure data apps with Snowpark using Python

Key Features:

    Get to grips with Snowpark's basic and advanced featuresImplement workloads in domains like data engineering, data science, and data applications using Snowpark with PythonDeploy Snowpark in production with practical examples and best practicesPurchase of the print or Kindle book includes a free PDF eBook

Book Description:

Snowpark is a powerful framework that helps you unlock numerous possibilities within the Snowflake Data Cloud. However, without proper guidance, leveraging the full potential of Snowpark with Python can be challenging. Packed with practical examples and code snippets, this book will be your go-to guide to using Snowpark with Python successfully.

The Ultimate Guide to Snowpark helps you develop an understanding of Snowpark and how it enables you to implement workloads in data engineering, data science, and data applications within the Data Cloud. From configuration and coding styles to workloads such as data manipulation, collection, preparation, transformation, aggregation, and analysis, this guide will equip you with the right knowledge to make the most of this framework. You'll discover how to build, test, and deploy data pipelines and data science models. As you progress, you'll deploy data applications natively in Snowflake and operate large language models (LLMs) using Snowpark container services.

By the end of this book, you'll be able to leverage Snowpark's capabilities and propel your career as a Snowflake developer to new heights.

What You Will Learn:

    Harness Snowpark with Python for diverse workloadsDevelop robust data pipelines with Snowpark using PythonDeploy mature machine learning modelsExplore the process of developing, deploying, and monetizing native apps using SnowparkDeploy and operate containers in SnowparkDiscover the pathway to adopting Snowpark effectively in production

Who this book is for:

This book is for data engineers, data scientists, developers, and data practitioners seeking an in-depth understanding of Snowpark's features and best practices for deploying various workloads in Snowpark using the Python programming language. Basic knowledge of SQL, proficiency in Python, an understanding of data engineering and data science basics, and familiarity with the Snowflake Data Cloud platform are required to get the most out of this book.

商品描述(中文翻譯)

使用Python開發強大的數據管道、部署成熟的機器學習模型,並使用Snowpark構建安全的數據應用程式。

主要特點:
- 瞭解Snowpark的基本和高級功能
- 使用Python在數據工程、數據科學和數據應用程式領域實現工作負載
- 通過實際示例和最佳實踐在生產環境中部署Snowpark
- 購買印刷版或Kindle電子書可獲得免費PDF電子書

書籍描述:
Snowpark是一個強大的框架,可以幫助您在Snowflake數據雲中實現眾多可能性。然而,如果沒有適當的指導,使用Python充分發揮Snowpark的潛力可能會具有挑戰性。本書充滿了實際示例和代碼片段,將成為您成功使用Python使用Snowpark的指南。

《Snowpark終極指南》幫助您了解Snowpark以及它如何使您能夠在數據雲中實現數據工程、數據科學和數據應用程式的工作負載。從配置和編碼風格到數據操作、收集、準備、轉換、聚合和分析等工作負載,本指南將為您提供正確的知識,以充分利用這個框架。您將發現如何構建、測試和部署數據管道和數據科學模型。隨著進展,您將使用Snowpark容器服務在Snowflake中本地部署數據應用程式。

通過閱讀本書,您將能夠充分利用Snowpark的功能,並將您作為Snowflake開發人員的職業生涯推向新的高度。

學到什麼:
- 使用Python在各種工作負載中利用Snowpark
- 使用Python開發強大的Snowpark數據管道
- 部署成熟的機器學習模型
- 探索使用Snowpark開發、部署和盈利本地應用程式的過程
- 在Snowpark中部署和操作容器
- 發現在生產環境中有效採用Snowpark的途徑

適合對象:
本書適合數據工程師、數據科學家、開發人員和數據從業人員,他們希望深入了解Snowpark的功能,並掌握使用Python編程語言在Snowpark中部署各種工作負載的最佳實踐。需要具備SQL的基本知識、Python的熟練程度、對數據工程和數據科學基礎的理解,以及對Snowflake數據雲平台的熟悉,才能充分利用本書的內容。