Deploy and Manage Intelligent Applications on Edge Devices for Real-Time Processing

Learning Objectives

At the end of this topic, you will be able to:

1. Explain the differences between cloud, fog, and edge processing.
2. Deploy an intelligent application on an edge device using containerisation tools.
3. Configure a real-time processing pipeline for local sensor and data streams.
4. Monitor application performance and resource utilisation on an edge device.
5. Manage a deployed application’s lifecycle, including updates, restarts, and rollback.
6. Validate and document a deployment against real-time performance requirements.