Ultralytics Glossary

Explore the Ultralytics Glossary to learn about artificial intelligence, machine learning, computer vision, and more.

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تحليل السلاسل الزمنية

Unlock the power of time series analysis for AI and ML. Enhance forecasting accuracy and discover trends. Start today with Ultralytics tools!

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Tokenization

Unlock NLP potential with tokenization: transform text into tokens for improved AI understanding. Discover methods and applications today!

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بيانات التدريب

Optimize AI models with curated training data. Learn its impact on accuracy in real-world scenarios like healthcare and autonomous vehicles.

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نقل التعلّم

Discover how transfer learning transforms AI by reusing pre-trained models, saving time, and enhancing accuracy in diverse fields like healthcare and NLP.

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المحول

Explore the impact of Transformer models in AI with Ultralytics. Discover their architecture, key components, and applications in NLP and vision.

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محول-XL

Unlock deeper NLP insights with Transformer-XL, enhancing long-range text dependencies and boosting efficiency for superior language modeling.

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كاشفات الأجسام ثنائية المراحل

Discover the precision of two-stage object detectors in computer vision, ideal for tasks demanding high accuracy in autonomous vehicles and healthcare imaging.

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غير ملائمة

Master underfitting in AI models: discover causes like model complexity and solutions such as feature engineering and hyperparameter tuning.

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التعلّم غير الخاضع للإشراف

Explore unsupervised learning to uncover hidden data patterns. Discover K-Means, DBSCAN, PCA, t-SNE, and real-world applications today!

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