Trang chủ Từ điển Rregularization

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regularization

regularization

Danh từ

Số nhiều: regularizations

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.

Ý nghĩa

Danh từregularization

The process of making something conform to a standard, rule, or established pattern.

The government implemented a regularization of the tax code to ensure fairness across all sectors.

Danh từregularization

The act of granting legal status to a person or an activity that was previously undocumented or unauthorized.

The city council proposed a regularization of undocumented street vendors to bring them into the formal economy.

Danh từregularization

A technique in machine learning and statistics used to prevent overfitting by adding a penalty term to the cost function.

L2 regularization is frequently used to discourage the model from relying too heavily on any single feature.

Ví dụ

We need to apply some regularization to the model to stop it from overfitting the training data.

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.

Business

The new policy focuses on the regularization of building codes across the entire state.

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.

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.

History

Regularization of the payment schedule will make it easier for us to track our monthly expenses.

Regularization of the payment schedule will make it easier for us to track our monthly expenses.

Office

Without proper regularization, the algorithm just memorizes the noise in the dataset.

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.

They are pushing for the regularization of informal trade in the border regions.

Business

The board requested a full regularization of the reporting process to avoid further discrepancies.

The board requested a full regularization of the reporting process to avoid further discrepancies.

Office

Từ liên quan

standardization normalization systematization formalization deregulation irregularity disorganization randomization overfitting penalty constraint parameter lasso ridge compliance rule

Cập nhật lần cuối: May 2026•Báo lỗi