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Scaling Python with Ray - by Holden Karau & Boris Lublinsky (Paperback)

Name: Scaling Python with Ray - by Holden Karau & Boris Lublinsky (Paperback)
Brand: O'Reilly Media
SKU: 1008785439
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Details

Highlights

Serverless computing enables developers to concentrate solely on their applications rather than worry about where they've been deployed.
Author(s): Holden Karau & Boris Lublinsky
266 Pages
Computers + Internet, Databases

Description

About the Book

"Serverless computing enables developers to concentrate solely on their applications rather than worry about where they've been deployed. With the Ray general-purpose serverless implementation in Python, programmers and data scientists can hide servers, implement stateful applications, support direct communication between tasks, and access hardware accelerators. In this book, experienced software architecture practitioners Holden Karau and Boris Lublinsky show you how to scale existing Python applications and pipelines, allowing you to stay in the Python ecosystem while reducing single points of failure and manual scheduling ... [This book] is ideal for software architects and developers eager to explore successful case studies and learn more about decision and measurement effectiveness"--

Book Synopsis

Serverless computing enables developers to concentrate solely on their applications rather than worry about where they've been deployed. With the Ray general-purpose serverless implementation in Python, programmers and data scientists can hide servers, implement stateful applications, support direct communication between tasks, and access hardware accelerators.

In this book, experienced software architecture practitioners Holden Karau and Boris Lublinsky show you how to scale existing Python applications and pipelines, allowing you to stay in the Python ecosystem while reducing single points of failure and manual scheduling. Scaling Python with Ray is ideal for software architects and developers eager to explore successful case studies and learn more about decision and measurement effectiveness.

If your data processing or server application has grown beyond what a single computer can handle, this book is for you. You'll explore distributed processing (the pure Python implementation of serverless) and learn how to:

Implement stateful applications with Ray actors
Build workflow management in Ray
Use Ray as a unified system for batch and stream processing
Apply advanced data processing with Ray
Build microservices with Ray
Implement reliable Ray applications

Specifications

Dimensions (Overall): 9.1 Inches (H) x 6.9 Inches (W) x .7 Inches (D)

Weight: .97 Pounds

Suggested Age: 22 Years and Up

Number of Pages: 266

Genre: Computers + Internet

Sub-Genre: Databases

Publisher: O'Reilly Media

Theme: Data Mining

Format: Paperback

Author: Holden Karau & Boris Lublinsky

Language: English

Street Date: January 3, 2023

TCIN: 1008785439

UPC: 9781098118808

Item Number (DPCI): 247-30-3544

Origin: Made in the USA or Imported

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Shipping details

Estimated ship dimensions: 0.7 inches length x 6.9 inches width x 9.1 inches height

Estimated ship weight: 0.97 pounds

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Q&A (5)

Q: What skills can developers gain from this book?

AI Shopping Assistant - 20 hours ago

A: Developers can learn how to build stateful applications, manage workflows, and create microservices using Ray.
submitted byAI Shopping Assistant - 20 hours ago
Ai generated

Q: What type of audience is this book intended for?

AI Shopping Assistant - 20 hours ago

A: It is ideal for software architects and developers looking to enhance their skills in serverless computing and Python.
submitted byAI Shopping Assistant - 20 hours ago
Ai generated

Q: Who are the authors of the book?

AI Shopping Assistant - 20 hours ago

A: The book is authored by Holden Karau and Boris Lublinsky, experienced software architecture practitioners.
submitted byAI Shopping Assistant - 20 hours ago
Ai generated

Q: What is the main focus of this book?

AI Shopping Assistant - 20 hours ago

A: The book focuses on serverless computing in Python, specifically using Ray for scaling applications and pipelines.
submitted byAI Shopping Assistant - 20 hours ago
Ai generated