Artificial Intelligence & Machine LearningL04
idioms

Idioms & Natural Expressions

Fixed expressions and idiomatic language to sound more natural and precise.

30 minC1c1idiomsartificial-intelligence-machine-learningaimachine learningtechnology

Lesson objectives

  • Use idiomatic language connected to artificial intelligence & machine learning more naturally.
  • Distinguish neutral, formal and contemporary expressions.
  • Recognise when an expression improves fluency without sounding forced.

Idioms & expressions — Artificial Intelligence & Machine Learning

To train the model · neutral

neutral
Meaning:To prepare someone or something to act in a certain way through repeated exposure or instruction.
Significado:Entrenar o preparar a alguien/algo para actuar de cierta manera.
Example:The new intern is still learning the ropes, but we are essentially training the model to handle client requests independently.
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  • A black box · formal

    formal
    Meaning:A system or process that is opaque and where the internal workings are invisible or incomprehensible to the user.
    Significado:Una caja negra (un proceso cuyo funcionamiento interno es desconocido).
    Example:We cannot rely on this algorithm for legal decisions; it's a total black box and we don't know how it reaches its conclusions.
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  • To hallucinate · neutral

    neutral
    Meaning:To generate false, nonsensical, or fabricated information that appears confident and coherent.
    Significado:Alucinar (generar información falsa pero convincente).
    Example:Be careful when using that tool for research; it tends to hallucinate citations that don't actually exist.
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  • To prompt-engineer a solution · informal

    formal
    Meaning:To find a way to solve a problem by carefully phrasing instructions or manipulating circumstances.
    Significado:Diseñar una solución mediante la manipulación de instrucciones (metáfora de la ingeniería de prompts).
    Example:Instead of fixing the root cause, he tried to prompt-engineer a solution just to satisfy the immediate deadline.
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  • To be out of the loop · neutral

    neutral
    Meaning:To be uninformed or not part of a specific group of people who are informed about something.
    Significado:Estar fuera del círculo/estar desinformado.
    Example:If you don't attend the weekly sync, you'll quickly find yourself out of the loop regarding our new automation protocols.
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  • To hit the ceiling · neutral

    neutral
    Meaning:To reach a limit or to become extremely angry.
    Significado:Llegar al límite o enfurecerse.
    Example:The CEO hit the ceiling when she realised the automated system had miscalculated the quarterly projections.
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  • To be in sync · neutral

    neutral
    Meaning:To be in agreement or working in perfect coordination with someone or something.
    Significado:Estar en sincronía/estar en la misma onda.
    Example:Our team needs to be perfectly in sync with the new software updates to avoid workflow disruptions.
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  • To deep-dive into something · formal

    formal
    Meaning:To perform an intensive, thorough, and detailed investigation or analysis of a subject.
    Significado:Analizar algo a fondo.
    Example:We need to deep-dive into the dataset to understand why the predictive accuracy has dropped this month.
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  • To glitch out · informal

    formal
    Meaning:To malfunction suddenly or to behave erratically (often used for people losing focus or tech failing).
    Significado:Tener un fallo/colapsar momentáneamente.
    Example:I was so tired during the presentation that I started to glitch out and forgot my main points.
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  • To augment reality · formal

    formal
    Meaning:To enhance or improve a situation or skill by adding new tools or perspectives (often used regarding human-AI collaboration).
    Significado:Aumentar o mejorar la realidad/capacidades.
    Example:The goal isn't to replace workers, but to augment reality so that humans can focus on higher-level creativity.
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