The introduction of artificial intelligence in healthcare enables accurate automated and cost-effective analysis of complicated data. Biomedical signals including EEG ECG MRI CT and X-rays are needed to diagnose and track medical conditions.AI-driven epilepsy detection technologies use machine learning and deep learning to improve signal quality extract relevant characteristics and discover subtle patterns that are hard to detect manually. Biometric medical imaging aids diagnosis and therapy. Biometrics identifies the most relevant and minute features for a rigorous patient-specific study. It includes data segmentation extraction and classification approaches to overcome data dimension complexity. Such an intelligent system holds promise for providing early detection and real-time monitoring improving model accuracy and scalability.
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