Normalizer Meaning: Definition, Examples, and Translations
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normalizer
[ˈnɔːməlaɪzər ]
Definitions
data processing
A program or device that converts data into a standard format or normal form.
Synonyms
conformer, formatter, standardizer.
Which Synonym Should You Choose?
Word | Description / Examples |
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normalizer |
Used mostly in fields like data science or engineering to describe a tool or technique that adjusts data to a standard scale. It can also be used in social contexts to describe someone who brings situations or behaviors to a common or acceptable state.
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standardizer |
Employed in contexts where consistency and uniformity are necessary, like in manufacturing, education, or quality control.
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formatter |
Primarily used in computing and writing to refer to a tool or person that designs or adapts content (like text or data) according to a specific format or style.
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conformer |
Refers to someone who complies with rules, standards, or laws. Often used in a social or behavioral context, and it can have a negative connotation, implying a lack of individuality.
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Examples of usage
- The normalizer takes the input data and converts it into a standard format.
- This normalizer is essential for ensuring compatibility between different systems.
statistics
A function that scales the values of a dataset to have a mean of zero and a standard deviation of one.
Synonyms
standardizer, z-score scaler.
Which Synonym Should You Choose?
Word | Description / Examples |
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normalizer |
Used in data processing and machine learning to rescale data to a range, typically between 0 and 1. It modifies the values so that they fit within a standardized range but not necessarily around a mean of zero.
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standardizer |
Used to rescale data to have a mean of zero and a standard deviation of one. This is useful in machine learning when you want to remove bias due to different scales of features.
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z-score scaler |
Another term for standardization, focusing on converting data to a distribution with a mean of zero and a standard deviation of one. This method is particularly useful in scenarios where you need to understand how far a data point is from the mean in terms of standard deviations.
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Examples of usage
- The normalizer is used to preprocess the data before feeding it into the machine learning model.
- Applying the normalizer helps in improving the performance of the statistical analysis.
social interactions
To make something normal or standard.
Synonyms
normalize, regularize, standardize.
Which Synonym Should You Choose?
Word | Description / Examples |
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normalizer |
Used primarily in the context of data processing and machine learning to refer to a tool or function that normalizes data.
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standardize |
Used when making things conform to a certain standard or criteria, often in manufacturing, education, or quality control.
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regularize |
Typically used to indicate making something regular or following a rule, often found in legal, financial, or technical contexts.
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normalize |
To make something conform to a standard or usual practice, often used in various fields including data processing, sociology, and everyday language.
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Examples of usage
- She tried to normalizer the situation by offering a compromise.
- The therapist helped him normalizer his thoughts and emotions.
Translations
To see the translation, please select a language from the options available.
Interesting Facts
Science
- In statistics, normalizers adjust data sets to make comparisons easier, ensuring the statistics represent a balanced view.
- In biology, normalizers can refer to processes that stabilize cell activity, helping researchers understand biological functions.
Technology
- In computer science, a normalizer is often a software tool that transforms data to a consistent format, crucial for databases.
- Normalization in databases helps eliminate redundancy, ensuring efficient data retrieval and management.
Psychology
- Psychological normalizers may refer to concepts or therapies that help individuals understand and accept their behaviors within a typical range.
- The idea of 'normal' in psychology can shift, highlighting societal influences on what is seen as typical behavior.
Pop Culture
- In popular media, a 'normalizer' can symbolize characters who help others fit into society or break away from stereotypes.
- The term often appears in discussions about trends, where certain influencers or celebrities act as normalizers by making once-taboo topics more accepted.
Origin of 'normalizer'
Main points about word origin
- The word 'normalizer' comes from 'normal,' which has roots in the Latin 'norma,' meaning 'a standard' or 'a rule.'
- It became widely used in the 20th century as various fields sought ways to quantify and standardize measurements.
The term 'normalizer' originated from the word 'normalize', which first appeared in the English language in the mid-19th century. It is derived from the Latin word 'normalis', meaning 'made according to a carpenter's square or rule'. The concept of normalization has been widely used in various fields such as data processing, statistics, and social interactions to bring uniformity and standardization.
See also: abnormal, abnormality, normalcy, normality, normalization, normalize, normally, paranormal, supernormal.