MLOps Engineering on AWS - Seminar / Kurs von Cegos_Integrata GmbH
Inhalte
- Module 0: Welcome
- Module 1: Introduction to MLOps
- Module 2: MLOps Development
- Module 3: MLOps Deployment
- Module 4: Model Monitoring and Operations
- Module 5: Wrap-up
- Module 0: Welcome
- Module 1: Introduction to MLOps
- Module 2: MLOps Development
- Module 3: MLOps Deployment
- Module 4: Model Monitoring and Operations
- Module 5: Wrap-up
Lernziele
Module 0: Welcome
- Course introduction
- Machine learning operations
- Goals of MLOps
- Communication
- From DevOps to MLOps
- ML workflow
- Scope
- MLOps view of ML workflow
- MLOps cases
- 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
- 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
- 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
- Course review
- Activity: MLOps Action Plan Workbook
- Wrap-up
Module 0: Welcome
- Course introduction
- Machine learning operations
- Goals of MLOps
- Communication
- From DevOps to MLOps
- ML workflow
- Scope
- MLOps view of ML workflow
- MLOps cases
Zielgruppen
- DevOps Engineers
- ML Engineers
- Entwickler/Betriebe mit Verantwortung für die Operationalisierung von ML-Modellen
Termine und Orte
| Datum | Uhrzeit | Dauer | Preis | ||
|---|---|---|---|---|---|
| Berlin, DE | |||||
| 08.09.2025 - 10.09.2025 | 09:00 - 17:00 Uhr | 18 h | Mehr Informationen > | Jetzt buchen › | |
| Hamburg, DE | |||||
| 21.07.2025 - 23.07.2025 | 09:00 - 17:00 Uhr | 18 h | Mehr Informationen > | Jetzt buchen › | |