stochastic transformations
[/stoʊˈkæstɪk trænsˌfɔrˈmeɪʃənz/]
nounpl: stochastic transformations
transformações estocásticas
1. Mathematical operations or processes that involve random variables or probabilistic elements, where outcomes are not deterministic but follow probability distributions
Stochastic transformations are essential in machine learning algorithms to handle uncertainty and variability in data.
As transformações estocásticas são essenciais em algoritmos de aprendizado de máquina para lidar com incerteza e variabilidade dos dados.
2. In statistics and data science, randomized modifications applied to datasets or mathematical functions to improve model robustness or prevent overfitting
Data augmentation through stochastic transformations helps neural networks generalize better to unseen data.
A ampliação de dados através de transformações estocásticas ajuda redes neurais a generalizarem melhor para dados não vistos.
3. In physics and chemistry, random processes that alter the state or properties of a system according to probabilistic rules
Stochastic transformations in molecular dynamics simulations account for thermal fluctuations.
As transformações estocásticas em simulações de dinâmica molecular levam em conta as flutuações térmicas.
This is a highly specialized technical term used primarily in academic, scientific, and technology sectors in both Brazil and the USA. It is fundamental in modern machine learning, statistical modeling, and computational sciences. The term is equally recognized in Portuguese-speaking academic communities and is part of the standard vocabulary in STEM fields globally.
Related Idioms & Phrases
stochastic transformation models
applying stochastic transformations
stochastic transformation techniques
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