Security & Compliance for MLOps
You can learn why security & compliance are important for MLOps
In this course, you will learn why security and compliance are key parts of MLOps and how they help keep Machine Learning systems safe and trusted. When models run in production, they often work with private data and real users, and without proper care, they can cause serious risks or break important rules.
We’ll go step by step through the ML lifecycle, showing where security fits in and what compliance means in real projects. This course is not about building models, but about protecting them after they go live – making sure they are fair, legal, and under control.
You will explore problems like data leaks, misuse, or unfair results, and see how MLOps teams solve them in practice. By the end, you’ll know how to ask the right questions, avoid common risks, and build ML systems that are safe, stable, and trusted.
What you’ll learn
✓ Understand basic security risks in MLOps and learn how to protect your data, models, and systems during the ML lifecycle.
✓ Learn how to follow key compliance rules like GDPR, HIPAA, and ISO 27001 when working with ML models and sensitive data.
✓ Set up access control, secrets management, and secure environments for running machine learning pipelines.
✓ Use tools like MLflow, Kubernetes, and Vault to track, protect, and explain ML models for audits and safe production use.
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.
Security 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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