IV.A · Domain IV
Evaluating factors and risks before deployment
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Use-case context, the differences between model types, and the trade-offs between deployment options — cloud, on-premises or edge; as-is or adapted through fine-tuning, RAG or agentic patterns.
Domain IV exam essentials →What you should be able to do
- IV.A.1 Evaluate use-case context: objectives, required performance, data availability, ethical considerations and workforce readiness.
- IV.A.2 Compare model types: classic vs generative, proprietary vs open source, small vs large, language vs multimodal.
- IV.A.3 Compare deployment options: cloud, on-premises or edge; used as-is or adapted via fine-tuning, retrieval-augmented generation or agentic patterns.
Lessons
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