Next-Gen Healthcare

Beschreibung

"Next-Gen Healthcare: AI-Powered Medical Innovations" surveys how AI is transforming medicine from core methods to clinical deployment, emphasizing that technological power must be balanced with resilience, safety, and ethics. Part I covers the foundations of trustworthy medical AI, including adversarial defenses, cross-population generalization, optimized fine-tuning, interpretability for high-stakes decisions, and frontiers like quantum neural networks, ending with large language models focused on error detection, privacy, and patient safety.

Part II  applies AI methods to real-world domains: early Alzheimer’s and dementia diagnosis, oncology via lymphoma response prediction, chronic disease management with diabetes stratification and retinopathy detection, and extensions into dermatology, obesity, and mental health. The book’s introduce safeguards first, then generalizable and cutting-edge methods, ending with disease-focused AI applications. Its philosophy that safety underpins innovation and clinical impact, offering both a map of today’s medical AI and a guide to future opportunities

Next-Gen Healthcare: AI-Powered Medical Innovations surveys how AI is transforming medicine from core methods to clinical deployment, emphasizing that technological power must be balanced with resilience, safety, and ethics. Part I covers the foundations of trustworthy medical AI, including adversarial defenses, cross-population generalization, optimized fine-tuning, interpretability for high-stakes decisions, and frontiers like quantum neural networks, ending with large language models focused on error detection, privacy, and patient safety.

Part II  applies AI methods to real-world domains: early Alzheimer’s and dementia diagnosis, oncology via lymphoma response prediction, chronic disease management with diabetes stratification and retinopathy detection, and extensions into dermatology, obesity, and mental health. The book’s introduce safeguards first, then generalizable and cutting-edge methods, ending with disease-focused AI applications. Its philosophy that safety underpins innovation and clinical impact, offering both a map of today’s medical AI and a guide to future opportunities.

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Nour Eldeen M. Khalifa

Themen in »Next-Gen Healthcare«

Artificial Intelligence in Healthcare Medical Diagnostics AI Machine Learning in Medicine Deep Learning Medical Imaging Natural Language Processing Healthcare AI Precision Medicine Telemedicine AI Mental Health AI Diagnostics Ethical AI Healthcare Future Medical Technology AI Radiology Pathology AI-powered Patient Monitoring Healthcare Data Analytics Medical AI Case Studies

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