regularizations

Imposing consistent standards

Regularizations is the plural of regularization, which refers to the process of making something conform to rules, standards, or accepted patterns.

In machine learning and statistics, regularization is a technique that prevents models from overfitting by adding constraints or penalties: L1 and L2 regularizations help the model generalize better to new data.

More broadly, regularization can mean bringing irregular situations into compliance with norms: the regularization of informal settlements, regularizations of immigration status.

mathematical

normalization

Adjusting to a standard

min-max · whitening · transform · variance · smoothing · fitting · interpolation · optimization · penalty · ridge

conformity

standardization

Implementing uniform technical specifications

consistency · homogeneity · alignment · orthodoxy · assimilation · discipline · obedience · convention · normalization · harmonization

linguistic

spelling

Correct letter sequence

prescription · codification · dictionaries · academies · standardization · reform · simplification · convention · norms · correctness

Opposites
conformity to rules/patterns

regularizationsirregularities

Deviations from expected patterns

exceptions · anomalies · deviations · aberrations · variations

formalization status

regularizationsderegulations

Removals of governmental controls

liberalizations · relaxations · loosening

machine learning context

regularizationsoverfitting

Excess adaptation to samples

memorization

Family

regularization

Familiarity
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