Model Lifecycle for MLOps
You can learn all steps of Model’s Lifecycle – from training up to prod
In this course, you will learn how to manage Machine Learning models after they are built – from training to real use in production. Building a model is just the start. The real challenge is keeping it stable, accurate, and useful over time. That’s what the model lifecycle is about.
You will learn how to test models before deployment, move them into production safely, and monitor their performance. You’ll also see how to update or replace models when data or business needs change.
This course is made for MLOps Engineers. It’s not about building models, it’s about running them well in production. You will understand how to track models, handle issues like drift, and keep systems working smoothly.
By the end, you’ll have the core knowledge to manage ML models in real-world environments, with confidence and clarity.
What you’ll learn
✓ Understand how machine learning models move through different stages – from training to real use in production.
✓ Monitor model quality over time and handle common problems like data drift and model decay in production.
✓ Learn how to test, track, and manage versions of your ML models using tools like MLflow and model registries.
✓ Set up retraining and updating processes to keep your models fresh, accurate, and ready for real-world changes.
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.
ML Model Lifecycle
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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