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🔹 تربط الرسوم البيانية الحسابية في TensorFlow العمليات عبر الموترات لمعالجة البيانات وحساب التدرجات وتدريب الشبكات العصبية بكفاءة. ويتيح @tf.function تحويل دوال Python إلى رسوم بيانية محسّنة تقلّل من أعباء التنفيذ. كما يحسّن TensorFlow الأداء من خلال دمج العمليات وإعادة استخدام الذاكرة والتنفيذ المتوازي وتقنية XLA، خاصةً على وحدات GPU وTPU. ويساعد استخدام العمليات الأصلية على الاستفادة القصوى من هذه التحسينات. 👉 طوّر مهاراتك في تحسين النماذج وتدريب الشبكات العصبية من خلال برنامج الذكاء الاصط
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