embedding

• اسم يدل على عملية أو نتيجة التثبيت العميق والدائم لشيء ما داخل كتلة أو سياق محيط، ويُستخدم في الحوسبة واللسانيات وتعلّم الآلة لتمثيل البيانات على شكل متجهات أو دمج عناصر في بنية أكبر.

A noun referring to the process or result of fixing something firmly and deeply within a surrounding mass or context, often used in computing, linguistics, and machine learning to represent data as vectors or to integrate elements into a larger structure.

1. Representation in machine learningC1formalIT

   A technique in machine learning where words, phrases, or other data are mapped to vectors of real numbers, capturing semantic relationships.

   التمثيل المتجهي في تعلم الآلة

   • Word embeddings like Word2Vec capture the meaning of words based on context.
   • The model uses embeddings to represent each user's preferences.
   • Training embeddings on a large corpus improves the accuracy of the system.

   المرادفاتrepresentation

2. Insertion into a structureB2formaltechnical

   The act of fixing something firmly and deeply into a surrounding mass or structure.

   إدراج في بنية

   • The embedding of the steel beam into concrete ensures stability.
   • Proper embedding of the sensor in the material is crucial for accurate readings.
   • The process involves embedding the chip into the plastic casing.

   المرادفاتfixationimplantationinsertionlodgingplacementplantingsetting

• فعل يُستعمل للدلالة على إدخال شيء أو تثبيته بعمق داخل كتلة أو وسط محيط به، أو جعله جزءًا أصيلًا لا يتجزأ من شيء آخر.

A verb used to indicate the act of fixing something firmly and deeply in a surrounding mass, or incorporating something as an essential part.

1. Fix firmly in a surrounding massB2formal

   To fix something firmly and deeply in a surrounding mass or surface.

   تثبيت بإحكام في كتلة محيطة

   • The archaeologist found a fossil embedded in the rock.
   • The carpenter embedded the nail deep into the wood.
   • Precious stones were embedded in the crown.

   المرادفاتburydrive infiximbedimplantinsertlodgerootsetsink

   الأضدادdislodgeextractremoveunearth

2. Integrate into a digital environmentB1formalIT

   To place a piece of content (like a video, image, or code) within a webpage or other digital document.

   تضمين

   • You can embed a YouTube video in your blog post.
   • The developer embedded the script into the HTML file.
   • She embedded the map into the travel website.

   المرادفاتattachimbedincludeincorporateinsertintegratenestplace

3. Implant deeply in the mindB2formal

   To fix an idea, feeling, or attitude firmly in someone's mind.

   غرس في الذهن

   • The experience embedded a deep sense of gratitude in her.
   • His teachings were embedded in the hearts of his students.
   • The trauma was embedded in his memory for years.

   المرادفاتimplantimpressinculcateingrainroot