model transparency

[ˈmɒd.əl træns.ˈpær.ən.si]
noun
transparência do modelo
1. The quality or practice of making the internal workings, decision-making processes, and data of a model (especially AI/ML models) understandable and accessible to stakeholders and users
Model transparency is essential for building trust in artificial intelligence systems used in healthcare decisions.
A transparência do modelo é essencial para construir confiança em sistemas de inteligência artificial usados em decisões de saúde.
2. The ability to understand how a machine learning model makes predictions and what factors influence its outputs
Regulators are demanding greater model transparency to ensure algorithmic fairness.
Os reguladores estão exigindo maior transparência do modelo para garantir equidade algorítmica.
3. Documentation and disclosure of model architecture, training data, and methodology
The company improved model transparency by publishing detailed technical specifications.
A empresa melhorou a transparência do modelo ao publicar especificações técnicas detalhadas.
Model transparency has become a critical concern in both US and Brazilian tech sectors, particularly with increasing AI regulation (EU's GDPR, Brazil's Bill of Rights for Internet Users). In Brazil, it relates to growing emphasis on ethical AI development. In the US, it's central to discussions about algorithmic bias and fairness in criminal justice and lending systems. The term is primarily used in technical, legal, and policy contexts rather than everyday conversation.
Synonyms / Sinônimos
interpretabilityexplainabilitymodel interpretabilityalgorithmic transparencyexplainable AImodel clarity
Antonyms / Antônimos
black boxopacityobscuritymodel opacity

Regional Variations

General Brazilian
transparência do modelo
Standard term used in tech and AI contexts throughout Brazil
São Paulo
transparência do modelo
Common in tech hubs and corporate AI discussions
Rio de Janeiro
transparência do modelo
Used in academic and research institutions
Portugal
transparência do modelo
Same usage; also sometimes 'interpretabilidade do modelo' in academic contexts

Related Words

interpretable machine learningexplainable AI (XAI)algorithmic accountabilitymodel fairnessfeature importancemodel auditing

Related Idioms & Phrases

black box problem
open the black box
shed light on the model
under the hood
what you see is what you get (WYSIWYG) principle
Look up more words on Fala2Me
The free English-Portuguese dictionary with real Brazilian accents, NYC slang, conjugator and more
Open Fala2Me →