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
Hyderabad PK
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!
Neetha Kotagiri 5
Jan 29th, 25
System Administrator/ at AGCO Corporation
PMP Training provided by Sprintzeal The training is amazing. Trainer Tammy is so good she is very understanding, Patient and very good teacher. She made the most difficult topics very easy. I loved training with her. Alex Wood from Sprintzeal who help me with the process of the enrollment was very good. Answered each and every concern of mine and was very helpful.
Christi Sifri 4
Jun 14th, 25
CHIEF NURSE EXECUTIVE | GLOBAL CLINICAL PROGRAM DIR ORG & STAFF LEADERSHIP | CLINICAL RESEARCH| REGULATORY COMPLIANCE
Dani is a very knowledgeable project manager, with real-life experiences and stories. He was able to take the slides provided by Sprintzeal and know if they were from PMBOK 5 or PMBOK 6, what was enhanced, what was deleted, and apply an example that made sense to the topic. Dani's biggest challenge was the GoToMeeting process and landing back on the slide deck after providing additional information to teach a particular point. It is challenging to teach people on different coasts, but he was able to and respect the time difference.
Review of Sprintzeal: Alex reached out to me and walked me through the entire registration process, answering all of my questions and there were many. I was supposed to have a live class, but because I ended up being the only person that did not cancel they transferred me into an on-line class and have offered an additional class to make up for that. I received my PMBOX 6 book ahead of class and found everything very straight forward. I hope that the three mock tests and assistance in completing my application are as clear and efficient as the rest of this has been.
I have 4 stars for the slide reading and technical challenges to date.
Thank you - Christi
Jeferson Stabille 5
Aug 23rd, 25
Procurement Category Manager | IT Specialist | Senior Project Manager
Thank you Sprintzeal to assist me on my PMP journey !!! In time, I would like also to congratulate my broker Steve Jones, because he has been there, above and beyond, in every aspect not only on the final sale, but at every bump in the road. Thank you again SprintZeal !!!
Judy Denny 5
Aug 14th, 25
Manager of Facilities Services Operations at University of Hartford Facilities Department
The support staff from Sprintzeal,Steve Jones, were very supportive in making this decision to take the PMP certification course. The course was very affordable and I was given an additional incentive to take another course which would supplement my knowledge which was the Agile course.
I was thinking about studying on my own for the exam but decided to sign up for the course on Sprintzeal to ensure that the material that I needed to study was accurate and efficient. I didn't want to waste anytime on taking the exam multiple times to pass due to being ill-prepared. The instructor Biswa, was great in covering what to know for the exam and I feel that the material he provided will prepare me to pass the exam my first time with confidence. Thank you for this opportunity and I look forward to taking more certification courses through Sprintzeal.
.webp)
Sean J Davis 5
Jan 17th, 25
MAJ, AV Deputy G3 Aviation 1st Cavalry Division
I just finished the PMP Boot Camp and it was an excellent experience. Mr. Wood went above and beyond assisting me with enrollment and without him I would have missed out on this great opportunity. My instructor Gabi was phenomenal! She was very patient and brought a wealth of real-world experience that provided clarity throughout the training. I had numerous instructor in my life but Gabi is one of the best. I would recommend the Sprintzeal PMP Boot Camp if you are interested in pursuing employment in this field. I and prepare to put my newly learned skills to use after this great learning experience.
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.
Alex Clay 5
Feb 19th, 25
Case Manager at Infiniti Legal Support Services
ITIL 4 Foundation Course
Moutaz Zrein was my instructor. He was knowledgeable, a good listener, and I enjoyed the course very much. Moutaz gave a lot of real-life examples and showed a few videos that complemented the course content.
Alpesh Patel 5
Jul 3rd, 25
Technical Consultant
This class for AWS Solutions Architect is a good course for those who are seeking for next phase in cloud architecture. Paul our instructor is very good and classy. His patience and experience in teaching shows
Lindsay Kunz 4
Jan 16th, 25
PROGRAM MANAGEMENT │ MARKETING OPERATIONS | CUSTOMER EXPERIENCE
I was lucky to get an excellent trainer. Super knowledgeable and patient. Giving 4-stars only because Sprintzeal comes across as disjointed upon introduction. For example, two sales reps reached out to me at the same time and then I felt passed off. More visibility into who is doing what and their role would be helpful.
Osvaldo Rodrigues Batista 5
Feb 13th, 25
US Army
Hi, my name is Osvaldo Batista. I took the Network+ certification training with Sprintzeal. I love it. The trainer did a great job explaining the contents. Sprintzeal provided all the material to study e prepare for the exam. Also, did a great job scheduling the training session to fit into my busy schedule.
Thank you.
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