MLOps Best Practices
You can learn what good MLOps work looks like in real projects
In this course, you will learn how to build and run Machine Learning systems the right way. Many teams can train a model, but they struggle to keep it working in production. That’s where best practices help = making ML operations more stable, safe, and easy to manage.
You will see how to organize code, data, and models, how teams work better together, and how to test and monitor ML pipelines. This course is not about model development, it’s about how to run models well and keep them running.
We’ll also look at what goes wrong when best practices are missing, like broken pipelines, hidden bugs, and wasted time, and how to avoid these problems with simple, smart processes.
By the end, you’ll have a clear set of skills to help you work like a professional MLOps Engineer – with more structure, less risk, and better results.
What you’ll learn
✓ Learn how to organize ML projects with clear structure, naming rules, and simple tools that help teams work together smoothly.
✓ Understand how to monitor ML systems in production, find problems early, and improve models with feedback from real users.
✓ Set up repeatable training and deployment steps using Git, CI/CD, and workflow tools like MLflow and Airflow.
✓ Follow best practices for testing ML code, keeping models safe, and saving costs in training and serving 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.
MLOps Best Practices
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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