Nota: A tradução desta entrada está atualmente em revisão de qualidade, portanto parte do conteúdo é exibida temporariamente apenas em inglês.
Este verbete ainda não foi traduzido para o seu idioma, portanto o original é exibido abaixo.
regularization
This term describes the transition from a state of irregularity, illegality, or chaos to one of order and compliance. In administrative and legal contexts, it carries a connotation of amnesty or formalization, often used when a government decides to legitimize previously unauthorized statuses or activities to bring them under official oversight.
In technical fields like mathematics and machine learning, the word shifts toward a concept of constraint. Here, it refers to the intentional introduction of restrictions to prevent a system from becoming too complex or overly sensitive to noise, ensuring that the resulting model remains generalizable rather than just memorizing specific data points.
Meanings
Examples
We need to apply some regularization to the model to stop it from overfitting the training data.
The company is seeking the regularization of its temporary staff to provide them with full benefits.
The company is seeking the regularization of its temporary staff to provide them with full benefits.
The new policy focuses on the regularization of building codes across the entire state.
I wonder if dropout is a more effective form of regularization than weight decay for this network.
The government announced a program for the regularization of undocumented migrants.
The government announced a program for the regularization of undocumented migrants.
Regularization of the payment schedule will make it easier for us to track our monthly expenses.
Without proper regularization, the algorithm just memorizes the noise in the dataset.
They are pushing for the regularization of informal trade in the border regions.