interpretability
[/ɪn.tɜr.prɪ.tə.ˈbɪl.ə.ti/]
nounfemininepl: interpretabilities
interpretabilidade
1. The quality or state of being interpretable; the ability to be understood or explained in a particular way
The interpretability of ancient texts requires careful linguistic analysis.
A interpretabilidade de textos antigos requer análise linguística cuidadosa.
2. In artificial intelligence and machine learning, the capacity of a model or algorithm to be understood and explained by humans
Machine learning engineers prioritize model interpretability to ensure transparency in decision-making systems.
Engenheiros de aprendizado de máquina priorizam a interpretabilidade do modelo para garantir transparência nos sistemas de tomada de decisão.
3. The degree to which the meaning or cause of a decision, prediction, or action can be clearly understood
The interpretability of the algorithm's results was questioned by the regulatory committee.
A interpretabilidade dos resultados do algoritmo foi questionada pela comissão reguladora.
The term 'interpretability' has gained significant prominence in Brazil and globally due to the rapid expansion of artificial intelligence and machine learning applications. In Brazilian tech companies and universities, particularly in São Paulo's tech hub, the concept is frequently discussed in contexts of regulatory compliance, AI ethics, and responsible technology development. The term is also used in literary and linguistic studies, though more commonly in academic settings.
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