MLOps Fundamentals: Deploying & Monitoring AI Models

Training for Teams

Skills U provides custom training for companies. Please contact us for more information.

We’ve trained professionals at some of the world’s leading companies

Training Overview

MLOps Fundamentals training gives practitioners the skills to deploy, monitor, and maintain machine learning models in production. This program focuses on CI/CD for ML, model versioning, monitoring, and retraining. Participants will learn to operationalize models reliably and keep them performing over time.

Skills Covered

Deploying and Operating AI Models in Production

A model only creates value once it is deployed and reliably maintained, which is where MLOps comes in. This training teaches learners the practices that bring machine learning to production, covering CI/CD pipelines for models, versioning of data and models, automated deployment, monitoring, and retraining strategies. Participants explore how to detect drift, manage rollbacks, and keep systems healthy as data changes. As enterprises operationalize AI at scale, practitioners who can bridge data science and reliable operations are essential, making MLOps skills a strong differentiator across engineering and data roles.

Who is this Program Designed for?

•ML Engineers
Deploying and maintaining models.
•Data Scientists
Operationalizing their models reliably.
•DevOps Engineers
Extending pipelines to machine learning.
•Platform Teams
Building ML infrastructure and tooling.

Requirements

•Basic understanding of machine learning workflows
•Access to a computer with internet
•Willingness to learn new concepts

Benefits of our Training Approach

Industry Expert

Expert-led courses designed by industry leading professionals.

Learning Formats

Flexible formats: online, in-person, and blended options.

Industry Coverage

Covers a wide range of industries and skills.

Tailored Programs

Customizable programs to meet your company’s specific needs.

Engaging Learning

Interactive experiences designed to boost retention.

Team Scalability

Scalability to accommodate teams of any size.

FAQs

Do I need prior experience to take this training?

While prior experience is helpful, it is not mandatory. The training covers foundational concepts and skills, making it suitable for motivated beginners as well as those looking to sharpen existing knowledge.

What training formats are available?

We offer flexible formats including online webinars, self-paced modules, and in-person workshops, allowing learners to choose based on their preferences and schedules.

Is job placement assistance available after training?

Yes, participants will have access to our career services team offering resume reviews, interview preparation, and job placement assistance to support career advancement.

Can I get practical experience during the training?

Absolutely. The program includes hands-on projects and case studies, providing practical experience in applying the techniques covered to real-world scenarios.

How does this training benefit my career?

This training strengthens in-demand skills that make you a more valuable contributor in any organization. It opens opportunities for higher roles and increases your effectiveness in your field.