random transformations

[/ˈrændəm trænsˌfɔrˈmeɪʃənz/]
nounfemininepl: random transformations
transformações aleatórias
1. Mathematical or computational processes where changes or conversions occur in an unpredictable or non-deterministic manner
The algorithm applies random transformations to the dataset to improve model robustness.
O algoritmo aplica transformações aleatórias ao conjunto de dados para melhorar a robustez do modelo.
2. In data augmentation, techniques that randomly modify data (rotation, scaling, distortion) to generate varied training samples
Random transformations such as image rotation and flipping are commonly used in computer vision tasks.
Transformações aleatórias como rotação e espelhamento de imagens são comumente usadas em tarefas de visão computacional.
3. Stochastic processes that convert input data into different forms with probabilistic variation
These random transformations help prevent overfitting in neural networks.
Essas transformações aleatórias ajudam a prevenir o sobreajuste em redes neurais.
This is a technical term predominantly used in software development, machine learning, and data science communities. It is language-neutral in both Brazil and the USA, with the Portuguese translation being consistently 'transformações aleatórias' across regions. The term reflects the globalized nature of tech culture where English technical terminology is often adopted directly in Portuguese-speaking tech communities.
Synonyms / Sinônimos
stochastic transformationsprobabilistic transformationsrandom mappingsstochastic mappingsrandomized transformations
Antonyms / Antônimos
deterministic transformationsfixed transformationsinvariant transformationsstatic transformations

Regional Variations

General Brazilian
transformações aleatórias
Standard term used in technical and academic contexts
São Paulo
transformações aleatórias
Common in tech and AI industry hubs; sometimes used without article
Rio de Janeiro
transformações aleatórias
Consistent with general Brazilian usage in academic circles
Portugal
transformações aleatórias
Same as Brazilian Portuguese; used in European academic contexts

Related Words

data augmentationstochastic processesprobability distributionmachine learningneural networksimage preprocessingfeature engineeringrandomization

Related Idioms & Phrases

apply random transformations to
random transformation pipeline
random transformation layer
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