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.
Adjusting to a standard
- standardizationImplementing uniform technical specifications
- scalingClimbing or resizing
- z-scoreStandardized deviation measure
- min-maxOptimal play against adversity
whitening · transform · variance · smoothing · fitting · interpolation · optimization · penalty
Implementing uniform technical specifications
- complianceAdhering to requirements
- adherenceFaithful following of something
- uniformityState of being identical
- consistencyReliable adherence to standards
homogeneity · alignment · orthodoxy · assimilation · discipline · obedience · convention · normalization
Correct letter sequence
- orthographyStandard writing conventions
- grammarLanguage's structural rules
- usageAct of employing something
- prescriptionMedical dispensing authorization
codification · dictionaries · academies · standardization · reform · simplification · convention · norms
normalization
Adjusting to a standard
- standardizationImplementing uniform technical specifications
- scalingClimbing or resizing
- z-scoreStandardized deviation measure
min-max · whitening · transform · variance · smoothing · fitting · interpolation · optimization · penalty · ridge
standardization
Implementing uniform technical specifications
- complianceAdhering to requirements
- adherenceFaithful following of something
- uniformityState of being identical
consistency · homogeneity · alignment · orthodoxy · assimilation · discipline · obedience · convention · normalization · harmonization
spelling
Correct letter sequence
- orthographyStandard writing conventions
- grammarLanguage's structural rules
- usageAct of employing something
prescription · codification · dictionaries · academies · standardization · reform · simplification · convention · norms · correctness
regularizationsirregularities
Deviations from expected patterns
exceptions · anomalies · deviations · aberrations · variations