global embedding (english) - meaning, definition, translation, pronunciation

Part of Speech

Noun

Phonetic Transcription

/ˈɡloʊbəl ɛmˈbɛdɪŋ/

Meaning and Usage

"Global embedding" refers to a type of representation in machine learning and natural language processing where words, phrases, or entities are converted into a continuous vector space. This allows for analogous relationships between different elements across global contexts. The concept is often used in the development of models for understanding semantic meanings or in setting features for machine learning tasks.

• Frequency of Use: The term is quite specialized and is commonly used within fields related to data science, AI, and natural language processing.
• Written vs. Oral Context: The term is predominantly found in written contexts, especially in academic papers, technical documentation, and industry publications.

Example Sentences

1. Global embedding techniques are crucial in developing models for understanding human language.
   Techniques de global embedding sont essentielles pour développer des modèles de compréhension du langage humain.

2. The success of machine learning applications often depends on effective global embedding strategies.
   Le succès des applications d'apprentissage automatique dépend souvent de stratégies efficaces de global embedding.

3. Researchers are exploring the impact of global embedding on semantic similarity tasks.
   Les chercheurs explorent l'impact du global embedding sur les tâches de similarité sémantique.

Idiomatic Expressions

The term "global embedding" itself is not commonly found in idiomatic expressions, given its specialized nature. However, we can explore phrases related to "embedding" in the context of technology:

1. To embed in a system:

2. The updates must be embedded in the software framework for optimal performance.
   (Les mises à jour doivent être intégrées dans le cadre logiciel pour une performance optimale.)

3. Embedding the right tools is critical for success:

4. Embedding the right tools means choosing the best allies for your project.
   (Intégrer les bons outils signifie choisir les meilleurs alliés pour votre projet.)

5. Stepping into embedding techniques:

6. Many companies are stepping into embedding techniques to enhance their capabilities.
   (De nombreuses entreprises s'engagent dans les techniques d'intégration pour améliorer leurs capacités.)

7. To embed oneself in research:

8. It’s important to embed yourself in research if you want to contribute to advancements in AI.
   (Il est important de s'intégrer dans la recherche si vous voulez contribuer aux avancées en IA.)

9. The art of embedding:

10. The art of embedding features into machine learning models is a skill honed through practice.
    (L'art de l'intégration des fonctionnalités dans les modèles d'apprentissage automatique est une compétence perfectionnée par la pratique.)

Etymology

The term "global" comes from the Latin "globus," which means a sphere or round object. It signifies something related to the whole rather than a particular part or aspect. "Embedding" derives from the verb "embed," which stems from the Old English "embeddan," meaning to lay in; to place. This suggests the act of incorporating something firmly within a surrounding mass.

Synonyms and Antonyms

• Synonyms: embedding, integration, insertion
• Antonyms: extraction, removal, separation