Ray on Kubernetes
Architecting Scalable Machine Learning Systems
Created by JyotiMany organizations struggle to scale their machine learning operations, often hitting roadblocks when moving from prototype to production. Traditional approaches fall short when dealing with the complexities of distributed computing and resource management. Ray on Kubernetes: Architecting Scalable Machine Learning Systems offers a powerful solution to this challenge. This book provides a deep dive into the integration of Ray, a distributed computing framework, with Kubernetes, the leading container orchestration platform. You'll discover how to design, deploy, and manage large-scale machine learning systems that can handle complex workloads with ease. From setting up your first Ray cluster on Kubernetes to optimizing performance for production environments, this guide covers it all. Packed with practical examples and best practices, you'll learn how to leverage the full potential of distributed computing for your machine learning projects. Whether you're dealing with massive datasets, computationally intensive algorithms, or need to serve models at scale, this book will equip you with the tools and knowledge to build robust, efficient, and scalable machine learning architectures.
Est. Length
269 pages (13 chapters)
Language
English
Publication date
Aug 6, 2025
Enjoyed this sample of "Ray on Kubernetes"?
Personalize and buy this book
Get your personalized version, tailored by AI to your goals, background, and interests
Benefits of AI-tailored books
- Read one book, not ten:
- all the Software Architecture knowledge you need consolidated into a single focused book.
- Save days of learning:
- choose the things you want to learn, exclude those you don't.
- Learn effortlessly:
- Software Architecture book written for your specific background and expertise.
- Reach goals faster:
- specify your goals and let your book guide you.
- Stay ahead of the curve:
- learn from the latest developments and research, not outdated books.
Create your unique book in 3 steps
- 1. Select your focus
Select the focus of your Software Architecture book and share your background
- 2. Personalize your book
Specify your goals and choose sub-topics to include
- 3. Get your tailored book
Your book is ready in 10 minutes. Read it online, download a PDF, or send to Kindle.
Frequently asked questions
- What is TailoredRead?
TailoredRead is an AI-powered service that creates personalized nonfiction books tailored to your specific goals, interests, and skill level. Our platform utilizes advanced artificial intelligence to generate custom books on a wide range of topics, helping you learn any subject quickly and easily.
- How long is the book?
You can choose from four book lengths: Comprehensive (250-300 pages), Detailed (150-200 pages), Essential (70-100 pages), and Short (30-50 pages). These book lengths are based on tablet-sized pages. When reading the book on a mobile phone, it will have more pages, and when reading the book on a high-resolution computer display, it will have fewer pages.
- How much does a it cost?
The cost of creating a tailored ebook is comparable to regular ebooks, ranging from $2 to $20. The exact price depends on factors such as the book's complexity and length. After completing our book questionnaire, which helps us understand your specific needs for the book, you'll be able to choose your desired book length and receive an exact price, prior to creating the book. This transparent pricing ensures you get the best value for your personalized learning experience.
- Can I preview the book before purchasing?
We want you to feel confident in your purchase. Before you buy, you'll have access to a comprehensive preview of your tailored book. This preview includes the title, a detailed description, book data, and the full table of contents. You'll also see an estimated length for the book, giving you a clear idea of what to expect. This way, you can make an informed decision and ensure the book meets your expectations before committing to buy.
- How long does it take to create a book?
Once you've completed the questionnaire and made your purchase, your tailored book will be ready in approximately 10 minutes. The best part? You can start reading it immediately while it's being generated.
- What if I have more questions?
Please check out our full FAQ or contact us and we'll be happy to help.