Course Outline
Introduction to Kubeflow
- Grasping the Kubeflow mission and architectural design
- Overview of core components and the broader ecosystem
- Exploring deployment options and platform capabilities
Interacting with the Kubeflow Dashboard
- Navigating the user interface
- Administration of notebooks and workspaces
- Integration of storage solutions and data sources
Foundations of Kubeflow Pipelines
- Pipeline architecture and component design
- Creating pipelines using the Python SDK
- Running, scheduling, and overseeing pipeline executions
Training ML Models on Kubeflow
- Distributed training methodologies
- Utilising TFJob, PyTorchJob, and other relevant operators
- Resource management and autoscaling within Kubernetes
Model Serving with Kubeflow
- Insight into KFServing / KServe
- Model deployment using custom runtimes
- Oversight of revisions, scaling, and traffic routing
Overseeing ML Workflows on Kubernetes
- Version control for data, models, and artefacts
- Integration of CI/CD pipelines for ML workflows
- Security protocols and role-based access control
Best Practices for Production ML
- Architecting reliable workflow patterns
- Observability and monitoring strategies
- Diagnosing frequent Kubeflow challenges
Advanced Topics (Optional)
- Multi-tenant Kubeflow configurations
- Hybrid and multi-cluster deployment architectures
- Enhancing Kubeflow through custom components
Recap and Future Directions
Requirements
- A foundational grasp of containerised applications
- Proficiency with basic command-line operations
- Acquaintance with core Kubernetes concepts
Target Audience
- ML practitioners
- Data scientists
- DevOps teams new to the Kubeflow environment
Custom Corporate Training
Training solutions designed exclusively for businesses.
- Customized Content: We adapt the syllabus and practical exercises to the real goals and needs of your project.
- Flexible Schedule: Dates and times adapted to your team's agenda.
- Format: Online (live), In-company (at your offices), or Hybrid.
Price per private group, online live training, starting from 2600 € + VAT*
Contact us for an exact quote and to hear our latest promotions
Testimonials (4)
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Eric Scholze - NOW IT GmbH
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How trainer deliver knowledge so effectively
Vu Thoai Le - Reply Polska sp. z o. o.
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The knowledge and exchanges with Augustin
