preprocess Definition
to prepare data or information for further processing or analysis.
Using preprocess: Examples
Take a moment to familiarize yourself with how "preprocess" can be used in various situations through the following examples!
Example
Before running the analysis, we need to preprocess the data.
Example
The images were preprocessed to remove noise and artifacts.
Example
The text was preprocessed to remove stop words and punctuation.
preprocess Synonyms and Antonyms
Phrases with preprocess
a sequence of steps used to prepare data for machine learning models
Example
The preprocessing pipeline included normalization, feature scaling, and dimensionality reduction.
a method used to prepare data for further analysis or processing
Example
Principal Component Analysis (PCA) is a popular preprocessing technique used in data science.
a software library that provides tools and functions for data preprocessing
Example
Scikit-learn is a popular Python library for machine learning that includes many preprocessing functions.
Summary: preprocess in Brief
'Preprocess' [priːˈprəʊses] means to prepare data or information for further processing or analysis. It involves cleaning, filtering, and scrubbing data to make it usable for machine learning models or other analytical tools. Examples include removing noise from images or removing stop words from text. Phrases like 'preprocessing pipeline' and 'preprocessing library' refer to sequences of steps or software tools used for data preprocessing.