Angličtina

embedding

gb/ɪmbˈɛdɪŋ/ us/ɪmbˈɛdɪŋ/
B2 Angličtina
Významy
0 významů
Podstatné jméno technical C1 entity
1

machine-readable vector representation

a set of numbers that a computer uses to represent the meaning or features of something

Vzorec užití: an embedding for [something]; embeddings of [data]
Častá chyba:
In this sense, embedding is usually countable: an embedding, many embeddings.
Synonyma
vector representation (more explicit and technical; emphasizes the numerical-vector form) | feature vector (often used when the numbers represent measurable features rather than meaning)
Antonyma
raw data (the original input before it is transformed into a numerical representation)
Kolokace
text embeddings |word embeddings |vector embeddings |semantic embeddings |generate embeddings |create embeddings |store embeddings |compare embeddings |embedding model |embedding space
Témata
artificial_intelligence |machine_learning |data_science |technology
Příklady
  • The search engine compares embeddings to find documents with similar meaning.
  • We generated an embedding for each customer profile before clustering the data.
  • Modern recommendation systems often use embeddings to match users with relevant products.
Učební příklady
  • Each sentence has its own embedding.
  • The model uses embeddings to compare words.
Podstatné jméno C1 process
2

putting inside something firmly

putting something inside another thing so that it stays there

Vzorec užití: the embedding of [something] in [something]
Častá chyba:
Use in for the surrounding thing: the embedding of fibers in resin, not embedding fibers to resin.
Synonyma
insertion (more general; does not always imply being fixed firmly inside) | implantation (often used for medical or technological insertion into a body or material)
Antonyma
removal (taking something out of where it has been placed) | extraction (pulling or taking something out, often with effort or a technical process)
Kolokace
the embedding of sensors |embedding in concrete |embedding in resin |deep embedding |secure embedding |embedding process |particle embedding |chip embedding
Témata
construction |materials |technology |physical_objects
Příklady
  • The technician checked the embedding of the sensor in the concrete.
  • Poor embedding of the fibers can make the material weaker.
  • The design allows the safe embedding of small chips under the surface.
Učební příklady
  • Embedding the glass in resin protects it.
  • The device needs careful embedding in the wall.
Podstatné jméno technical B2 process
3

inserting media into a page

putting online content, such as a video or map, inside another page

Vzorec užití: embedding of [media/content] in [page/app/document]
Častá chyba:
Embedding is not the same as uploading: embedded content may still be hosted somewhere else.
Synonyma
inserting (more general; does not specifically refer to displayed external digital content) | integrating (emphasizes making content work smoothly within a page or app)
Antonyma
linking (sending users to another location rather than showing the content inside the current page) | removing (taking embedded content out of a page or document)
Kolokace
video embedding |map embedding |content embedding |HTML embedding |embedding code |enable embedding |disable embedding |embedding options |embedding feature
Témata
internet |web_design |digital_media |technology
Příklady
  • Video embedding lets visitors watch the clip without leaving the article.
  • Embedding is disabled for some songs, so they open in a separate app.
  • The platform provides a short code snippet for map embedding.
Učební příklady
  • Video embedding puts the video on your page.
  • This site does not allow embedding.
Podstatné jméno formal C1 process
4

integrating into a system

making something become a normal part of a larger system or group

Vzorec užití: the embedding of [someone/something] in/into [system/group/context]
Častá chyba:
This use is more formal than simply saying adding or including.
Synonyma
integration (more common and general; emphasizes becoming part of a whole) | incorporation (slightly formal; emphasizes adding something into a larger structure)
Antonyma
separation (keeping something apart from a larger group or system) | exclusion (leaving someone or something out)
Kolokace
embedding values |embedding practices |embedding change |embedding sustainability |embedding security |embedding staff |embedding journalists |embedding in the community |embedding into daily work
Témata
organizations |society |business |work |culture
Příklady
  • The company is focusing on the embedding of security practices into everyday work.
  • The program supports the embedding of new teachers in local school communities.
  • Reporters described how the embedding of journalists with military units shaped their coverage.
Učební příklady
  • The team wants the embedding of new habits into daily work.
  • Embedding staff in local offices helped the project.
Podstatné jméno technical C2 relation
5

structure-preserving mathematical map

a mathematical way of putting one structure inside another while keeping its important properties

Vzorec užití: an embedding of [structure] into [structure]
Častá chyba:
This technical meaning is not the same as a general physical insertion.
Synonyma
inclusion (similar only in some contexts; an inclusion is usually a simpler special case) | injective map (related but broader; an embedding usually preserves additional structure)
Kolokace
topological embedding |isometric embedding |graph embedding |canonical embedding |smooth embedding |embedding theorem |embedding problem |embedding of a space
Témata
mathematics |logic |geometry |technical
Příklady
  • This theorem describes an embedding of the circle in three-dimensional space.
  • An embedding from one topological space into another must preserve the relevant structure.
  • The proof constructs a smooth embedding of the manifold into a higher-dimensional space.
Gramatika
Slovníkový tvar
embedding
IPA
GB/ɪmbˈɛdɪŋ/
US/ɪmbˈɛdɪŋ/
Slabiky a přízvuk
em - bed - ding (3 slabiky)
Stress on 2nd syllable (bed)
Tvary slova
Noun
  • Base: embedding
  • Plural: embedding, embeddings
Výrazy

embedding dimension

1
/ɪmbˈɛdɪŋ dɪmˈɛnʃən/
fixed phrase technical

number of vector values

how many numbers are in each embedding

Příklady
  • We set the embedding dimension to 384 to reduce storage costs.
  • A larger embedding dimension may capture more information but uses more memory.
  • The database requires all vectors to have the same embedding dimension.

embedding layer

1
/ɪmbˈɛdɪŋ lˈeɪɚ/
fixed phrase technical

neural layer producing vectors

a part of a neural network that changes tokens or IDs into number vectors

Příklady
  • The first part of the network is an embedding layer that turns token IDs into vectors.
  • We trained the embedding layer together with the rest of the model.
  • A larger embedding layer can improve accuracy but also increases memory use.

embedding model

1
/ɪmbˈɛdɪŋ mˈɑdəl/
fixed phrase technical

model that creates embeddings

a model that turns information into number vectors

Příklady
  • We used an embedding model to convert customer questions into vectors.
  • The new embedding model performs better on multilingual search.
  • Choose an embedding model that matches the type of data you need to compare.

embedding space

1
/ɪmbˈɛdɪŋ spˈeɪs/
fixed phrase technical

space containing embeddings

the space where embeddings are placed so a computer can compare them

Příklady
  • In the embedding space, articles about the same topic appear close to each other.
  • The system searches for nearby items in the embedding space.
  • Visualizing the embedding space can reveal clusters of related products.

graph embedding

1
/ɡɹˈæf ɪmbˈɛdɪŋ/
fixed phrase technical

vector representation of graphs

numbers that represent a network or parts of a network

Příklady
  • Graph embeddings can help predict links in a social network.
  • The researchers used a graph embedding to compare molecular structures.
  • Each node has a graph embedding that reflects its position in the network.

text embedding

1
/tˈɛkst ɪmbˈɛdɪŋ/
fixed phrase technical

vector representation of text

numbers that represent a piece of writing for a computer

Příklady
  • The app creates a text embedding for each article and stores it in a database.
  • Semantic search works by comparing the text embedding of a query with the embeddings of documents.
  • A good text embedding can capture similarity even when two sentences use different words.

video embedding

1
/vˈɪdioʊ ɪmbˈɛdɪŋ/
fixed phrase technical

placing video in a page

showing a video inside a page instead of only linking to it

Příklady
  • The course website supports video embedding from several platforms.
  • Video embedding was turned off, so the clip could only be watched on the original site.
  • The editor makes video embedding easy for nontechnical users.

word embedding

1
/wˈɚd ɪmbˈɛdɪŋ/
fixed phrase technical

vector representation of a word

numbers that represent a word so a computer can compare it with other words

Příklady
  • The model learned word embeddings from millions of sentences.
  • Words with similar meanings often have word embeddings that are close together.
  • Early word embedding methods helped improve many natural-language applications.

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