multivariable optimization
[/ˌmʌltiˈvɛriəbəl ˌɑːptɪmaɪˈzeɪʃən/]
noun
otimização multivariável
1. A mathematical process of finding the maximum or minimum values of a function that depends on multiple independent variables, subject to specified constraints or without constraints.
Multivariable optimization is essential in machine learning to minimize the loss function across thousands of parameters.
A otimização multivariável é essencial em aprendizado de máquina para minimizar a função de perda em milhares de parâmetros.
2. The mathematical field and techniques used to solve problems involving the optimization of functions with more than one variable.
In engineering, multivariable optimization helps design products that balance cost, performance, and durability.
Em engenharia, a otimização multivariável ajuda a projetar produtos que equilibram custo, desempenho e durabilidade.
3. The computational methods and algorithms (such as gradient descent or Newton's method) applied to find optimal solutions in high-dimensional spaces.
The research team used multivariable optimization techniques to improve the efficiency of the production process.
A equipe de pesquisa usou técnicas de otimização multivariável para melhorar a eficiência do processo de produção.
This is a technical term primarily used in academic, engineering, and data science contexts in both Brazil and the USA. In Brazilian universities and tech companies, 'otimização multivariável' is the standard terminology taught in mathematics, engineering, and computer science programs. The term reflects the global standardization of mathematical and scientific language in international professional communities.
Related Idioms & Phrases
finding the sweet spot (for optimization)
hitting the optimization target
balancing multiple constraints
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