E-book details

Machine Learning on Kubernetes. A practical handbook for building and using a complete open source machine learning platform on Kubernetes

Machine Learning on Kubernetes. A practical handbook for building and using a complete open source machine learning platform on Kubernetes

Faisal Masood, Ross Brigoli

Ebook
MLOps is an emerging field that aims to bring repeatability, automation, and standardization of the software engineering domain to data science and machine learning engineering. By implementing MLOps with Kubernetes, data scientists, IT professionals, and data engineers can collaborate and build machine learning solutions that deliver business value for their organization.
You'll begin by understanding the different components of a machine learning project. Then, you'll design and build a practical end-to-end machine learning project using open source software. As you progress, you'll understand the basics of MLOps and the value it can bring to machine learning projects. You will also gain experience in building, configuring, and using an open source, containerized machine learning platform. In later chapters, you will prepare data, build and deploy machine learning models, and automate workflow tasks using the same platform. Finally, the exercises in this book will help you get hands-on experience in Kubernetes and open source tools, such as JupyterHub, MLflow, and Airflow.
By the end of this book, you'll have learned how to effectively build, train, and deploy a machine learning model using the machine learning platform you built.
  • 1. Challenges in Machine Learning
  • 2. Understanding MLOps
  • 3. Exploring Kubernetes
  • 4. The Anatomy of a Machine Learning Platform
  • 5. Data Engineering
  • 6. Machine Learning Engineering
  • 7. Model Deployment and Automation
  • 8. Building a Complete ML Project Using the Platform
  • 9. Building Your Data Pipeline
  • 10. Building, Deploying and Monitoring Your Model
  • 11. Machine Learning on Kubernetes
  • Title: Machine Learning on Kubernetes. A practical handbook for building and using a complete open source machine learning platform on Kubernetes
  • Author: Faisal Masood, Ross Brigoli
  • Original title: Machine Learning on Kubernetes. A practical handbook for building and using a complete open source machine learning platform on Kubernetes
  • ISBN: 9781803231655, 9781803231655
  • Date of issue: 2022-06-24
  • Format: Ebook
  • Item ID: e_2tcc
  • Publisher: Packt Publishing