Prompt Title: linear svm

Created 1 year ago
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#machinelearning
Learning
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Prompt Detail:

Linear SVM هي اختصار لعبارة "Support Vector Machine with Linear Kernel" وهي تقنية تعلم آلي تستخدم للتصنيف النصي والصوري والبيانات الرقمية الأخرى.

تعمل Linear SVM عن طريق تحديد الحد الفاصل بين مجموعتين من البيانات باستخدام خط مستقيم (linear boundary) يفصل بينهما في الفضاء الخاص بالبيانات. وبشكل أكثر تحديداً، فإن Linear SVM تستخدم نواة خطية (linear kernel) لحساب المسافة بين البيانات والخط الذي يفصل بينهما.

يمكن استخدام Linear SVM في مجموعة متنوعة من التطبيقات، مثل التصنيف النصي لمقالات الأخبار والتمييز بين الصور الرقمية المختلفة والتصنيف الآلي للبريد الإلكتروني كـ "spam" أو "not spam".

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