categorical features

[kætəˈɡɔrɪkəl ˈfiːtʃərz]
noun
características categóricas
1. In machine learning and statistics, variables or attributes that represent discrete categories or classes rather than continuous numerical values
The color and brand of a car are categorical features in a machine learning model.
A cor e a marca de um carro são características categóricas em um modelo de aprendizado de máquina.
2. Data attributes that can take on a limited number of distinct values, such as colors, sizes, or yes/no responses
Categorical features like gender, country, or product type must be encoded before training the algorithm.
Características categóricas como gênero, país ou tipo de produto devem ser codificadas antes de treinar o algoritmo.
This is specialized technical terminology primarily used in data science, machine learning, and statistics fields. The term is uniformly used across Brazilian Portuguese, European Portuguese, and English-speaking countries without significant regional variation. It's particularly important in contexts where data must be prepared for computational analysis.
Synonyms / Sinônimos
categorical variablesdiscrete featuresqualitative featuresnominal featuresfactor variables
Antonyms / Antônimos
continuous featuresnumerical featuresquantitative featuresmetric features

Regional Variations

General Brazilian
características categóricas
Standard technical term used in data science and machine learning contexts
São Paulo
características categóricas
Common usage in technology hubs and universities
Portugal
características categóricas
Same terminology used in European Portuguese academic and technical contexts
USA/English-speaking regions
categorical features
Standard term in machine learning, data science, and statistics literature

Related Words

one-hot encodingcategorical dataordinal featuresfeature engineeringdata preprocessingclassification

Related Idioms & Phrases

encode categorical features
handle categorical data
categorical vs continuous
Look up more words on Fala2Me
The free English-Portuguese dictionary with real Brazilian accents, NYC slang, conjugator and more
Open Fala2Me →