When does class start/end?
Class hours may vary, please reach out to contact@ascendientlearning.com if you have any questions.
MLOps Engineering on AWS
Activities This course includes presentations, hands-on labs, demonstrations, knowledge checks, and workbook activities. Skills Gained In this course, you will learn to: Explain the benefits of MLOps...
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$2,190 USD
Duration
3 days
Course Code
AWS-MLO-ENG
Available Formats
Classroom, Virtual
Upcoming Course Dates
-
Sep 1, 2026 - Sep 3, 2026 (3 days)
Live Virtual | 9:00AM – 5:00PM EDT Language English Select from 1 option(s) below Live Virtual | 9:00AM – 5:00PM EDT- Enroll
- Enroll Add to quote
-
Nov 3, 2026 - Nov 5, 2026 (3 days)
Live Virtual | 9:00AM – 5:00PM EST Language English Select from 1 option(s) below Live Virtual | 9:00AM – 5:00PM EST- Enroll
- Enroll Add to quote
-
Overview
Course Description
Activities This course includes presentations, hands-on labs, demonstrations, knowledge checks, and workbook activities.
Skills Gained
In this course, you will learn to:
- Explain the benefits of MLOps
- Compare and contrast DevOps and MLOps
- Evaluate the security and governance requirements for an ML use case and describe possible solutions and mitigation strategies
- Set up experimentation environments for MLOps with Amazon SageMaker
- Explain best practices for versioning and maintaining the integrity of ML model assets (data, model, and code)
- Describe three options for creating a full CI/CD pipeline in an ML context
- Recall best practices for implementing automated packaging, testing and deployment. (Data/model/code)
- Demonstrate how to monitor ML based solutions
- Demonstrate how to automate an ML solution that tests, packages, and deploys a model in an automated fashion; detects performance degradation; and re-trains on top of newly acquired data
Who Can Benefit
- MLOps engineers who want to productionize and monitor ML models in the AWS cloud DevOps engineers who will be responsible for successfully deploying and maintaining ML models in production
Prerequisites
Recommended previous knowledge
- AWS Technical Essentials (classroom or digital)
- DevOps Engineering on AWS, or equivalent experience
- Practical Data Science with Amazon SageMaker, or equivalent experience
Course Details
Course Details
Day 1
Module 0: Welcome
- Course introduction
Module 1: Introduction to MLOps
- Machine learning operations
- Goals of MLOps
- Communication
- From DevOps to MLOps
- ML workflow
- Scope
- MLOps view of ML workflow
- MLOps cases
Module 2: MLOps Development
- Intro to build, train, and evaluate machine learning models
- MLOps security
- Automating
- Apache Airflow
- Kubernetes integration for MLOps
- Amazon SageMaker for MLOps
- Lab: Bring your own algorithm to an MLOps pipeline
- Demonstration: Amazon SageMaker
- Intro to build, train, and evaluate machine learning models
- Lab: Code and serve your ML model with AWS CodeBuild
- Activity: MLOps Action Plan Workbook
Day 2
Module 3: MLOps Deployment
- Introduction to deployment operations
- Model packaging
- Inference
- Lab: Deploy your model to production
- SageMaker production variants
- Deployment strategies
- Deploying to the edge
- Lab: Conduct A/B testing
- Activity: MLOps Action Plan Workbook
Day 3
Module 4: Model Monitoring and Operations
- Lab: Troubleshoot your pipeline
- The importance of monitoring
- Monitoring by design
- Lab: Monitor your ML model
- Human-in-the-loop
- Amazon SageMaker Model Monitor
- Demonstration: Amazon SageMaker Pipelines, Model Monitor, model registry, and Feature Store
- Solving the Problem(s)
- Activity: MLOps Action Plan Workbook
Module 5: Wrap-up
- Course review
- Activity: MLOps Action Plan Workbook
- Wrap-up
Schedule
2 options available
-
Sep 1, 2026 - Sep 3, 2026 (3 days)
Live Virtual | 9:00AM – 5:00PM EDT Language English Select from 1 option(s) below Live Virtual | 9:00AM – 5:00PM EDT- Enroll
- Enroll Add to quote
-
Nov 3, 2026 - Nov 5, 2026 (3 days)
Live Virtual | 9:00AM – 5:00PM EST Language English Select from 1 option(s) below Live Virtual | 9:00AM – 5:00PM EST- Enroll
- Enroll Add to quote
FAQ
Does the course schedule include a Lunchbreak?
Classes typically include a 1-hour lunch break around midday. However, the exact break times and duration can vary depending on the specific class. Your instructor will provide detailed information at the start of the course.
What languages are used to deliver training?
Most courses are conducted in English, unless otherwise specified. Some courses will have the word "FRENCH" marked in red beside the scheduled date(s) indicating the language of instruction.
What does GTR stand for?
GTR stands for Guaranteed to Run; if you see a course with this status, it means this event is confirmed to run. View our GTR page to see our full list of Guaranteed to Run courses.
How do I find an Ascendient Learning training location?
We have training locations across the United States and Canada - View a complete list of classroom training locations.
Which delivery formats are available?
At Ascendient Learning, we offer training that is Instructor-Led, Online, Virtual, and Self-Paced.
Does Ascendient Learning deliver group training?
Yes, we provide training for groups, individuals and private on sites. View our group training page for more information.
What does vendor-authorized training mean?
As a vendor-authorized training partner, we offer a curriculum that our partners have vetted. We use the same course materials and facilitate the same labs as our vendor-delivered training. These courses are considered the gold standard and, as such, are priced accordingly.
Is the training too basic, or will you go deep into technology?
It depends on your requirements, your role in your company, and your depth of knowledge. The good news about many of our learning paths, you can start from the fundamentals to highly specialized training.
How up-to-date are your courses and support materials?
We continuously work with our vendors to evaluate and refresh course material to reflect the latest training courses and best practices.
Are your instructors seasoned trainers who have deep knowledge of the training topic?
Ascendient Learning instructors have an average of 27 years of practical IT experience and have also served as consultants for an average of 15 years. To stay current, instructors spend at least 25 percent of their time learning new, emerging technologies and courses.
Do you provide hands-on training and exercises in an actual lab environment?
Lab access is dependent on the vendor and the type of training you sign up for. However, many of our top vendors will provide lab access to students to test and practice. The course description will specify lab access.
Will you customize the training for our company’s specific needs and goals?
We will work with you to identify training needs and areas of growth. We offer a variety of training methods, such as private group training, on-site of your choice, and virtually. We provide courses and certifications that are aligned with your business goals.
How do I get started with certification?
Getting started on a certification pathway depends on your goals and the vendor you choose to get certified in. Many vendors offer entry-level IT certification to advanced IT certification that can boost your career. To get access to certification vouchers and discounts, please contact info@ascendientlearning.com.
Will I get access to content after I complete a course?
You will get access to the PDF of course books and guides, but access to the recording and slides will depend on the vendor and type of training you receive.
How do I request a W9 for Ascendient Learning?
View our filing status and how to request a W9.
Reviews
I registered a day before class and am happy that I received all the materials and links in time for the class. Thanks.
Good training. A lot to take in for the short amount of time we have though
Although there seemed to be too many links for the course, everything worked smoothly.
Great class I learned a great deal from the material. There would seem to a large amount that I need to learn about.
great class and packed with material, would have lived to spread it more into many days but overall very informative.
