Edge deployment: Among AI deployment options, which term describes running the AI model directly on local
Running the model on local devices near the data source is edge deployment.
The question
Among AI deployment options, which term describes running the AI model directly on local devices near where data is generated, rather than in a centralized data center?
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- Cloud deployment, running the model on a provider's remote, centrally managed infrastructure accessed over the internet.Almost right but opposite: cloud deployment centralizes execution on remote infrastructure, the reverse of running on local devices.
- Edge deployment, running the model on local devices near the data source instead of in a centralized data center. ✓Correct: edge deployment places model execution on local devices close to the data, by definition.
- On-premise deployment, running the model on servers the organization owns and operates inside its own controlled data center.Almost right but distinct: on-premise still centralizes on organizational servers rather than on local devices at the data source.
- Retrieval-augmented deployment, running the model with an external knowledge store queried to ground each generated response.Plausible but wrong: RAG is a grounding technique, not a description of where the model physically runs.
The trap
Equating on-premise with edge because neither is public cloud. How to remember it
Running the model on local devices near the data source is edge deployment.
How many of these would you get right?
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Every answer, right and wrong, comes with its own explanation.