Discriminator: meaning, definitions and examples

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discriminator

[dɪˈskrɪmɪˌneɪtər ]

Definitions

^{Context #1 | Noun}

machine learning

A discriminator is a type of neural network that is trained to distinguish between real and generated data.

Synonyms

classifier.

Which Synonym Should You Choose?

Word	Description / Examples
discriminator	Often used in technical contexts, particularly in machine learning and artificial intelligence, to refer to a model that differentiates between different types of input data. It also has a negative connotation when referring to someone who discriminates against people based on race, gender, or other characteristics. In our AI model, the discriminator is responsible for telling real images from fake ones. Unfortunately, he was known as a discriminator in the workplace, treating employees differently based on their background.
classifier	Primarily used in technical settings, especially in machine learning and data science, to describe an algorithm that categorizes data into predefined classes. We used a classifier to sort emails into spam and non-spam categories. The classifier improved its accuracy after being trained with more data.

Word

Description / Examples

discriminator

Often used in technical contexts, particularly in machine learning and artificial intelligence, to refer to a model that differentiates between different types of input data. It also has a negative connotation when referring to someone who discriminates against people based on race, gender, or other characteristics.

In our AI model, the discriminator is responsible for telling real images from fake ones.
Unfortunately, he was known as a discriminator in the workplace, treating employees differently based on their background.

classifier

Primarily used in technical settings, especially in machine learning and data science, to describe an algorithm that categorizes data into predefined classes.

We used a classifier to sort emails into spam and non-spam categories.
The classifier improved its accuracy after being trained with more data.

Examples of usage

The discriminator is a crucial component of the GAN architecture.
Its role is to provide feedback to the generator based on the accuracy of its predictions.

^{Context #2 | Noun}

society

A discriminator is a person or group that unfairly treats others differently based on characteristics such as race, gender, or religion.

Synonyms

biased individual, prejudiced person.

Which Synonym Should You Choose?

Word	Description / Examples
discriminator	This term is often used in a more technical or formal context to describe someone or something that differentiates between people or things, often based on unjust criteria. The company faced legal action for being a known discriminator against minority groups. Their algorithm was criticized for acting as an unfair discriminator against women.
prejudiced person	This term is used in general or everyday language to describe someone with preconceived opinions that are not based on reason or actual experience. It can also carry a strong negative connotation. Her comments revealed that she was a prejudiced person against people from different backgrounds. He tried to hide his feelings, but his actions showed he was a deeply prejudiced person.
biased individual	This phrase is less formal and can be used in everyday conversation to describe someone whose decisions or opinions are unfairly influenced by personal prejudice. Despite being a judge, he was known as a biased individual when it came to cases involving the wealthy. She tried to be fair, but her reputation as a biased individual made others doubt her decisions.

Word

Description / Examples

discriminator

This term is often used in a more technical or formal context to describe someone or something that differentiates between people or things, often based on unjust criteria.

The company faced legal action for being a known discriminator against minority groups.
Their algorithm was criticized for acting as an unfair discriminator against women.

prejudiced person

This term is used in general or everyday language to describe someone with preconceived opinions that are not based on reason or actual experience. It can also carry a strong negative connotation.

Her comments revealed that she was a prejudiced person against people from different backgrounds.
He tried to hide his feelings, but his actions showed he was a deeply prejudiced person.

biased individual

This phrase is less formal and can be used in everyday conversation to describe someone whose decisions or opinions are unfairly influenced by personal prejudice.

Despite being a judge, he was known as a biased individual when it came to cases involving the wealthy.
She tried to be fair, but her reputation as a biased individual made others doubt her decisions.

Examples of usage

Discrimination based on skin color is a form of social injustice.
We must stand up against discriminators and promote equality.

Interesting Facts

Etymology

The word 'discriminator' comes from the Latin 'discriminare', meaning to separate or distinguish.
It entered the English language in the late 19th century, with uses in various fields.
The prefix 'dis-' means apart, and 'criminari' refers to distinguishing.

Science

In psychology, 'discriminator' can refer to the ability to identify differences between similar stimuli, important in learning processes.
Machine learning utilizes discriminators in algorithms to classify data into different categories based on features.
In genetics, discriminators help identify differences in gene expression between healthy and unhealthy cells.

Technology

In audio technology, a signal discriminator helps separate different audio frequencies for clearer sound.
In telecommunications, discriminators are used to filter out specific signals in complex data streams.
The development of modern artificial intelligence relies heavily on advanced discriminators to enhance prediction accuracy.

Literature

Discrimination in literature often refers to the ability to discern themes, styles, and the importance of different narrative techniques.
The role of a critic can be seen as a discriminator, evaluating works by distinguishing nuances in language and style.
Classical literature often addresses themes of discrimination, highlighting societal issues regarding identity and belonging.

Pop Culture

In film, a character who acts as a discriminator may separate truth from lies, often bringing tension to the plot.
Contemporary music often explores themes of discrimination and how it affects personal identity and relationships.
Reality TV shows frequently feature contestants who must be discriminators, assessing others' skills to succeed in challenges.

Translations

Translations of the word "discriminator" in other languages:

🇵🇹 discriminador

🇮🇳 विभेदक

🇩🇪 Diskriminator

🇮🇩 diskriminator

🇺🇦 дискримінатор

🇵🇱 dyskryminator

🇯🇵 識別器

🇫🇷 discriminateur

🇪🇸 discriminador

🇹🇷 ayrımcı

🇰🇷 차별자

🇸🇦 مميز

🇨🇿 diskriminátor

🇸🇰 diskriminátor

🇨🇳 鉴别器

🇸🇮 diskriminator

🇮🇸 aðgreinandi

🇰🇿 дискриминатор

🇬🇪 დისკრიმინატორი

🇦🇿 diskriminator

🇲🇽 discriminador