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Đề cương khóa học
Introduction to Edge AI and Kubernetes
- Understanding the role of AI at the edge
- Kubernetes as an orchestrator for distributed environments
- Typical use cases across industries
Kubernetes Distributions for Edge Environments
- Comparing K3s, MicroK8s, and KubeEdge
- Installation and configuration workflows
- Node requirements and deployment patterns
Architectures for Edge AI Deployment
- Centralized, decentralized, and hybrid edge models
- Resource allocation across constrained nodes
- Multi-node and remote cluster topologies
Deploying Machine Learning Models at the Edge
- Packaging inference workloads with containers
- Using GPU and accelerator hardware when available
- Managing model updates on distributed devices
Communication and Connectivity Strategies
- Handling intermittent and unstable network conditions
- Synchronization techniques for edge-to-cloud data
- Message queues and protocol considerations
Observability and Monitoring at the Edge
- Lightweight monitoring approaches
- Collecting telemetry from remote nodes
- Debugging distributed inference workflows
Security for Edge AI Deployments
- Protecting data and models on constrained devices
- Secure boot and trusted execution strategies
- Authentication and authorization across nodes
Performance Optimization for Edge Workloads
- Reducing latency through deployment strategies
- Storage and caching considerations
- Tuning compute resources for inference efficiency
Summary and Next Steps
Yêu cầu
- An understanding of containerized applications
- Experience with Kubernetes administration
- Familiarity with edge computing concepts
Audience
- IoT engineers deploying distributed devices
- Cloud-native developers building intelligent applications
- Edge architects designing connected environments
21 Giờ học
Đánh giá (5)
There was a lot to lean, but it never felt rushed.
thomas gardner - National Oceanography Centre
Khóa học - Docker, Kubernetes and OpenShift for Administrators
Dịch thuật bằng máy
It is an in-deep Kubernetes training covering all important aspects to manage Kubernetes, be it in the cloud or on-premise, but the pace is gradual and well adjusted, so the training can be followed very well by students who have had no prior exposure to Kubernetes, as it builds up knowledge from the ground up.
Volker Kerkhoff
Khóa học - Docker and Kubernetes: Building and Scaling a Containerized Application
Dịch thuật bằng máy
Nó đã cung cấp một nền tảng tốt cho Docker và Kubernetes.
Stephen Dowdeswell - Global Knowledge Networks UK
Khóa học - Docker (introducing Kubernetes)
Dịch thuật bằng máy
I generally liked the trainer knowledge and enthusiasm.
Ruben Ortega
Khóa học - Docker and Kubernetes
Dịch thuật bằng máy
Tôi chủ yếu thích kiến thức mà người hướng dẫn truyền đạt.
- Inverso Gesellschaft fur innovative Versicherungssoftware mbH
Khóa học - Docker, Kubernetes and OpenShift for Developers
Dịch thuật bằng máy
