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1 year ago in Multimodal AI Systems By Novi Tulipe

What are key differences in requirements for traditional software systems versus AI-based systems?

From a development and deployment perspective, how do the key requirements differ for conventional rule-based software versus AI-driven systems?

TraditionalSoftwareSystems AIBasedSoftwareSystems

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By Riya N Answered 8 months ago

Traditional systems require precise, fixed functional and non-functional specifications. AI system requirements focus on performance metrics (accuracy, precision), training data specifications, and acceptable error bounds. They must also address non-deterministic behavior, model interpretability, continuous learning needs, and ethical constraints (fairness, bias). Unlike traditional software, AI requirements often evolve with model performance and necessitate defined processes for data management, model retraining, and versioning.

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