CI/CD for MLOps
You can learn how CI/CD helps Machine Learning projects
In this course, you will learn how CI/CD supports Machine Learning in real projects. Many ML models fail in production because they lack the right process. CI/CD helps teams build, test, and deploy models in a reliable and repeatable way.
We’ll explore what makes ML pipelines different from regular software, and how to keep models, code, and systems working well together. You’ll learn how to test models, manage changes, and deliver updates safely, all within a structured MLOps workflow.
This course is not about creating new models. It’s about making sure existing models are production-ready, monitored, and easy to maintain.
By the end, you’ll know how to build CI/CD pipelines that bring real stability and speed to ML operations. This is the foundation for making Machine Learning work in the real world.
What you’ll learn
✓ Understand how CI/CD works for machine learning systems, and why it is important for real-world ML projects.
✓ Learn how to track model versions and deploy updates safely using tools like MLflow and Docker.
✓ Build simple but powerful pipelines using GitHub Actions, GitLab CI, or ArgoCD to test, build, and deploy ML models.
✓ Set up feedback loops and triggers to monitor models in production and improve them over time.
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.
CI/CD 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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