Featured resource
2025 Tech Upskilling Playbook
Tech Upskilling Playbook

Build future-ready tech teams and hit key business milestones with seven proven plays from industry leaders.

Check it out
  • Course

AIOps: Model Serving Architecture

ML models form a key component of production AIOps architectures. This course will teach you best practices for deploying AIOps ML models for high performance in production.

Intermediate
21m

Created by Daniel Stern

Last Updated Jan 23, 2026

Course Thumbnail
  • Course

AIOps: Model Serving Architecture

ML models form a key component of production AIOps architectures. This course will teach you best practices for deploying AIOps ML models for high performance in production.

Intermediate
21m

Created by Daniel Stern

Last Updated Jan 23, 2026

Get started today

Access this course and other top-rated tech content with one of our business plans.

Try this course for free

Access this course and other top-rated tech content with one of our individual plans.

This course is included in the libraries shown below:

  • AI
What you'll learn

AIOps deployments are uniquely challenging due to high compute requirements and sophisticated architecture. In this course, AIOps: Model Serving Architecture, you’ll learn to build, containerize and efficiently serve AIOps ML models. First, you’ll explore ML model serving, learning its use cases and unique challenges. Next, you’ll discover and compare real-time and batch inferences, and their use in conjunction with streaming. Finally, you’ll learn how to containerize an AIOps ML Model and deploy it for production. When you’re finished with this course, you’ll have the skills and knowledge of AIOps serving needed to containerize and deploy real-world AIOps models to the cloud or on-premises hardware.

AIOps: Model Serving Architecture
Intermediate
21m
Table of contents

About the author
Daniel Stern - Pluralsight course - AIOps: Model Serving Architecture
Daniel Stern
41 courses 3.7 author rating 2114 ratings

Daniel Stern is a freelance web developer from Toronto, Ontario who specializes in Angular, ES6, TypeScript and React. His work has been featured in CSS Weekly, JavaScript Weekly and at Full Stack Conf in England.

2025 Forrester Wave™ names Pluralsight as a Leader among tech skills dev platforms

See how our offering and strategy stack up.

forrester wave report