FinOps for MLOps
You can learn how to aware about cost efficency of ML
In this course, you will learn what FinOps means in Machine Learning Operations, and why managing cost is just as important as managing models, data, and infrastructure. Many teams can build ML systems, but keeping them cost-efficient is often a real challenge.
We’ll start with the basics – where ML costs come from, who owns them, and how to make them easier to track and control. You’ll look at real problems in training, deployment, and daily operations, and see how MLOps engineers can build systems that are not only stable, but also cost-aware.
By the end, you’ll know how to think about cost in every step of the ML lifecycle. You’ll bring FinOps principles into your daily work and help your team avoid waste and make smarter decisions.
This course will help you understand the money side of MLOps – clearly, simply, and in a way you can use right away.
What you’ll learn
✓ Understand key cost drivers in MLOps pipelines, including data, training, serving, and orchestration in cloud platforms.
✓ Use tools like Kubecost, AWS Billing, and GCP cost dashboards to monitor and optimize ML infrastructure.
✓ Apply FinOps principles to track, control, and reduce cloud costs in machine learning environments.
✓ Build a cost-aware MLOps workflow with budgeting, cost tagging, and alerts integrated into model lifecycle stages.
Course Content
Start learning high demand tech skills today
About Your Instructor
Hi, I’m Alex and I’ve spent over 20 years helping well known startups and enterprises introduce innovations. I also developed and taught Cloud&DevOps part for a Master’s Degree at the University.
In this course, I’ll show you what MLOps looks like in practice – step by step, with real tools and clear guidance.
You don’t need to be an expert. If you want to understand how to start or enforce your career as MLOps Engineer, not just in theory, but in real life, this course is for you. Let’s get started.
FinOps for MLOps
Course Access
Get 12 months of access to this course, including:
- All video lectures and screencasts
- Quizzes for every section
- Capstone project to build real-world skills
- Access to all reading materials and downloadable resources
- GitHub repository with source code
Perfect for learners who want to master this topic at their own pace.
All Courses Access +
Q&A + Capstone
- Unlimited access to all current and future courses in Nubes Academy
- Participation in live Q&A sessions with Instructors
- Expert feedback and review of your Capstone projects
- Downloadable resources and GitHub repositories for every course
The best option for serious learners who wanna master real-world MLOps, FinOps, SecOps, Cloud and more, with direct expert guidance.
All courses are developed by experienced instructors with over 10 years of real-world industry expertise. We focus on delivering practical, up-to-date content – not just collecting enrollments, so that every course gives you real value.
Our courses meet high academic standards, and we’re actively working on certification to ensure they align with recognized best practices.
Each course includes video lectures, hands-on labs with screen recordings, quizzes, reading materials, GitHub repository with real project code, and a capstone project. This structure is designed to help you build practical, in-demand skills and knowledge that employers care about.
However, if you’re not satisfied for any reason, you can request a refund in accordance with our Refund Policy – your satisfaction matters to us.
It’s not just skills. It’s your next chapter.
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