Amazon Web Services (AWS)
MLOps Engineering on AWS
Bring DevOps discipline to machine learning.
3 daysIntermediate3 modulesAWS Machine Learning Engineer - Associate
About this course
Bring DevOps discipline to machine learning. You will build and automate ML pipelines, use SageMaker for experiments, tuning and deployment, set up CI/CD for models, data and code, and monitor models once they are live.
What you'll learn
- Implement DevOps best practices in machine learning workflows
- Design, deploy, and monitor secure, scalable ML pipelines
- Use Amazon SageMaker for experimentation, tuning, and deployment
- Automate CI/CD workflows for ML models, data, and code
- Take action when the model prediction drifts from KPIs
- Extend the DevOps approach to ML teams including data scientists, data engineers, and software developers
Curriculum
3 modules
- Overview of MLOps and its importance in deploying machine learning models
- Addressing the challenges associated with ML handoffs and teamwork
- Setting up secure environments and using Amazon SageMaker Studio
- Data versioning and pipeline structure
- Designing CI/CD pipelines for ML deployment
- Automating model packaging, testing, and deployment
- Implementing security, A/B testing, and rollback strategies
- Real-world scenarios and best practices
- Tools and processes to monitor and take action
- Model drift detection, alerting, and retraining
- Multi-account pipeline strategies
- Troubleshooting and human-in-the-loop feedback systems
Who it's for
ML engineers, DevOps engineers and data scientists operating models in production.
Before you start
- AWS Technical Essentials , or equivalent experience
- DevOps Engineering on AWS , or equivalent experience
- Practical Data Science with Amazon SageMaker , or equivalent experience
Prepares for
Related courses
More in Amazon Web Services (AWS) →Intermediate
Machine Learning Engineering on AWS
Amazon Web Services (AWS)
View course →Intermediate
Machine Learning Pipeline on AWS
Amazon Web Services (AWS)
View course →Intermediate
Security Engineering on AWS
Amazon Web Services (AWS)
View course →Advanced
Advanced Architecting on AWS
Amazon Web Services (AWS)
View course →Advanced
Advanced Developing on AWS
Amazon Web Services (AWS)
View course →Advanced
Advanced Generative AI Development on AWS
Amazon Web Services (AWS)
View course →Let's plan your next step together.
Tell us the course or certification you have in mind and we'll send the outline, upcoming dates, fees and private-team options.