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DesignWise applicability to QA in different phases of AI development
AI algorithm itself | Low |
Hyperparameter configuration | Low |
Training, validation, test data | Medium |
Integration of the AI system with other workflow elements | High |
The rest of the article covers phases 2-4 in more detail. Regarding phase 1, significant customization of the algorithm code is not as prominent and, to borrow the quote from Ron Schmelzer, “There’s just one way to do the math!”, so the core value proposition of DesignWise to explore possible combinations is not as relevant (i.e., low applicability due to the “linear” nature of operations).
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To summarize, the applicability level by phase is repeated below:
AI algorithm itself | Low |
Hyperparameter configuration | Low |
Training, validation, test data | Medium |
Integration of the AI system with other workflow elements | High |
For another perspective, using this stage classification from Infosys, DesignWise can deliver the most significant benefits in the highlighted testing areas:
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