About Certified MLOps Engineer (CMOE) DS2160
The CMOE program is the bridge between the creative world of data science and the rock-solid world of IT operations. This isn't just a course about writing scripts; it’s a deep dive into how you keep artificial intelligence healthy in a live environment. We focus on teaching you the skills needed to automate the entire lifecycle of a model—from the first line of code to the final deployment. Sprintzeal’s mlops engineer course gives you a hands-on path to mastering the tools that make AI scale, like Docker, Kubernetes, and MLflow. By connecting dev-ops logic to machine learning needs, we ensure you walk away as the person who can turn an experimental model into a reliable business asset. This IABAC-backed program ensures you are ready to lead the next wave of AI infrastructure.
Certified MLOps Engineer (CMOE) DS2160 Key Features
100% Satisfaction Guarantee
Get Benefits
Why is right now the best time to join an mlops bootcamp?
Mode Of Training
Singapore
Corporate Training
- We can customise the training
- Flexible pricing options
- 24x7 learner assistance and support
- We can deliver both In-Person or Live Online
- Pay after the training completion
Download Course Agenda And Company Brochure
Course Agenda
Company Brochure
This IABAC-backed program is a specialized look into the "behind-the-scenes" work that makes AI actually function for a business. We don't just talk about the math; we show you the actual certified mlops engineer workflow that pros use to keep systems running 24/7. You’ll explore how to take a raw model and wrap it in the automation needed to let it live, grow, and update itself without human intervention.
We focus heavily on practical automation over abstract theory. You’ll learn how to structure your pipelines so they are fast, reliable, and ready to be used in a live cloud environment. By the time you finish your training, you’ll be comfortable handling version control for data and models, ensuring that every update is as smooth as the last. It’s a perfect mix of DevOps grit and data science intuition that turns you into a specialized professional.
MLOps Engineer Course Description
Our specialized mlops engineer certification provides a complete view of how the machine learning lifecycle actually works in the wild. We move beyond simple academic scripts and show you how to build professional-grade pipelines that can handle real-world data noise. You’ll learn how to manage infrastructure using cloud platforms like AWS or Azure, choose the right container tools like Docker, and test your systems to make sure they are secure under pressure.
The curriculum also dives into the "ugly" side of the job—the actual challenges of monitoring performance and managing data drift. You’ll learn how to handle privacy rules, ethical hurdles, and the difficulties of keeping models accurate as the world changes. By the end of this mlops career path training, you’ll be a versatile expert who can build, test, and launch AI tools that actually work when real-world production is on the line.
This program is built around these six practical goals to make sure you are ready for the job:
- Master Data Management:
Learn to version and store data and models properly. - Build Automated Pipelines:
Set up CI/CD workflows specifically for machine learning tasks. - Monitor Real-Time Health:
Track model performance and logs to catch errors early. - Validate with Rigor:
Perform unit and integration tests to ensure system stability. - Scale with Cloud Power:
Use Docker and Kubernetes to handle increasing data volumes. - Secure the Infrastructure:
Navigate the ethical and privacy risks of live AI systems.
When you finish this training, you’re walking away with a toolkit that is in massive demand globally. You’ll be able to:
- Build automated pipelines that move models from development to production instantly.
- Optimize complex AI infrastructure to make it faster and more cost-effective.
- Explain the "why" behind model failures to leadership using clear logs and data.
- Handle the specific security and privacy challenges unique to the cloud world.
- Present your findings in a way that helps companies build more stable and reliable AI.
Right now, the tech world is in a panic because they have thousands of models but no one to run them. Whether it’s a streaming giant or a medical startup, every company is looking for an mlops engineer. This certification proves you are part of that small group who knows how to make AI stay alive in the real world.
Once you’ve mastered these skills, you’ll be ready for high-impact roles such as:
- MLOps Engineer: You’ll be the one building and maintaining the automated highways that AI models travel on.
- ML Infrastructure Architect: Instead of just coding, you’ll be designing the massive cloud systems that power a company’s entire AI strategy.
- AI Reliability Engineer: You’ll be telling the story of your system’s health through numbers, spotting trends in performance that others miss.
- DevOps Lead (AI/ML): You'll be mapping out exactly how a company should scale its tech stack to handle the future of intelligence.
Exam Pattern and Structure
- Exam Name: Certified MLOps Engineer (CMOE)
- Exam Code: DS2160
- Format: Computer-based Multiple-Choice Questions (MCQs).
- Question Count: 25 questions with three levels of difficulty.
- Time: You have 60 Minutes to finish.
- To Pass: You need a score of 60% or higher.
- Exam Mode: Closed book with webcam and screen recording.
- Results: Preliminary results in 9 days; official results within 15 days.
Complete Course Syllabus Breakdown
- Part 1: Introduction to MLOps and the need for DevOps in AI
- Part 2: Data and Model Management (Versioning and Metadata)
- Part 3: Machine Learning Lifecycle Management (Development to Deployment)
- Part 4: Automation and CI/CD Pipelines for ML Workflows
- Part 5: Monitoring and Logging (Real-time Model Performance)
- Part 6: Model Validation and Testing (Unit and Integration Checks)
- Part 7: Infrastructure and Deployment (Docker, Kubernetes, Cloud)
- Part 8: Ethics, Privacy, and Security in the MLOps World
- Part 9: Hands-on with MLOps Tools (MLflow, Kubeflow, DVC)
- Part 10: Case Studies and Industry Best Practices
Certification Validity and Prerequisites
Your CMOE badge is a specialized credential that proves your technical expertise. While there are no mandatory certificates required to start, having a handle on DevOps, IT Architecture, or basic Machine Learning will help the advanced concepts click much faster. Like other IABAC credentials, your digital certificate is easily verifiable and recognized by top-tier global organizations.
Continuous Learning
Getting your certificate is a huge win, but in the MLOps world, the ground is always shifting. New container tools and automated frameworks come out every year. We encourage you to stay close to the IABAC community to keep your edge. It’s about more than just a badge; it’s about making sure your strategies for things like model monitoring and cloud scaling stay sharp for 2026 and beyond.
Request More Information
Participant Reviews
Your career is our goal. We care for your professional empowerment. Don’t take it from us. Find out what our participants say about our service!
Shaikh Rahman 5
Jan 6th, 25
Senior Cloud Network Security Engineer
It was an excellent live online training session. The Trainer ‘Munawar Ahmed Shaikh’ is an interactive person, and he has lots of industrial experience. He used to explain the project reference that he did on the industry that helped to understand the different CISSP domains.The training session was through GoToMeeting, and it interrupted the session. The trainer spent time troubleshooting the GoToMeeting, and why the drawing board was not displayed on the screen, voice breaks during the sessions. Sprintzeal should change GoToMeeting for better live online training sessions. I highly recommend ‘Munawar Ahmed Shaikh’ for CISSP training.
Lynne Colley 5
Jul 24th, 25
Clarity | Action = Corporate Real Estate and FM Consulting Coach
Best training ever. Muhammad Faisal was just the best tutor. By the end of 4 days training from zero start I was already achieving over 60 percent and then just had to follow up with the study plan and go ahead with the momentum. Nothing was too much trouble. Extremely supportive tutor who also coached me with the application process and heaps of tips for the exam. I know I am ready and I will come back and let you know when I pass in the next month. for sure.
Sridhar Sesham 5
Feb 26th, 25
Senior Solutions Specialist at Deloitte Consulting
Great work by Sprintzeal i did my certification and it was great to support from staff. All the study material was very helpful. Examination assistance was really good. Planning to do further certifications from Sprintzeal.
.webp)
Smitha Harish 5
Mar 27th, 25
Senior Business Analyst
Had a very good experience with the online CISSP class. Munavwar Sheikh, the instructor, explained each domain very well. He was very patient in answering our questions with pictorial examples. and his work experience. A great experience indeed and I recommend Munavvar for security related training courses.
Tony Mathew 5
Feb 5th, 25
Senior Program Manager
The training was very worthwhile and Mahesh the trainer was extremely knowledgeable. He provided real-world examples that assisted greatly. The content was well written, understandable and valuable. I would highly recommend this company and class for others. Lastly, the sign-up and coordination for the class was good as well.
Rosalind Andry 4
May 2nd, 25
CNS Sales Specialist | ADHD Specialist
Lots a great data. Wish more pictures, graphics, and real life examples just to make it more interesting. Also, please provide an acronym and definitions list.
Glenn Monroe 5
May 20th, 25
Project Development Officer at New Jersey Casino Reinvestment Development Authority
I highly recommend this course. The content is very challenging and extensive but well organized. The instructor - Biswal knows the material very well and moves at a very comfortable pace with lots of opportunity for questions. The Sprintzeal team is very helpful and now I feel confident in taking the PMP exam.
David Todman 5
Apr 3rd, 25
Senior Management Professional
The Six Sigma Training from Sprintzeal was very beneficial and provided in-depth information. In addition, my instructor Swati provided a wealth of information that clearly defined the Six Sigma methodology.
Ralph Scheunemann 4
Jul 19th, 25
Sr. Infrastructure Planning Engineer at City of Barrie
The training was direct to the point. The resource material is excellent.
Tina Brullo 5
Apr 19th, 25
Solutions orientated event and project management professional
I found that the course has been comprehensive with a lot of reference material available for personal study outside of the class content. Obviously there is a lot to learn moving forward and its great to know that we are provided with on going support up until we sit the exam.
Unlike some other data science paths, the CMOE exam is a timed, computer-based test with 25 multiple-choice questions. It’s designed to see how well you understand the logic and the tools under pressure. Because it's closed-book, it really proves to employers that you know the material by heart.
You don’t need to be a professor, but you should be comfortable with the "logic" of systems. If you understand how a basic app works and have a bit of Python or DevOps knowledge, we’ll show you how to apply that to the world of machine learning.
Yes. We make sure our curriculum includes the latest 2026 trends. You’ll dive into how AI infrastructure is currently being managed using tools like Docker and Kubernetes on major platforms like AWS, GCP, and Azure.
Frequently Asked Questions
We don't just teach from a book. Our instructors are actual pros who build these systems for a living. Because we focus on the skills you actually use on the job, you can trust that our methods are designed to help you master the material quickly and effectively.
Definitely. We know your schedule is likely busy, so we offer weekend sessions and evening live meetups. You can build your future in AI infrastructure without having to step away from your current role and paycheck.
You won't be left alone to figure it out. Our cloud labs come with 24/7 help. If a script isn't running or a container won't deploy, our mentors are a quick message away to help you troubleshoot until everything clicks.
As soon as you wrap up your training sessions, we’ll get your course completion certificate over to you right away. This is your "green light" to take the IABAC exam. Once you clear that final step, you’ll hold a globally recognized specialization.
Corporate Training Solution
Looking for a personalized Corporate Training for a group at your preferred location?
Our Accreditations
USA : +1 315-666-4287
UK : +44 7700 174870
IND : +91 90361 08389
AUS : +61 480 005 455