Künstliche Intelligenz in der Kardiologie
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Dieses Lehrbuch befasst sich eingehend mit der Frage, wie Algorithmen des maschinellen Lernens effektiv zur Erkennung und Klassifizierung von Herzkrankheiten eingesetzt werden k�nnen. Es �berbr�ckt die Kluft zwischen Gesundheitswesen und Computerintelligenz, indem es theoretische Grundlagen, praktische Implementierungen und reale Anwendungen des maschinellen Lernens in der Kardiologie vorstellt.1 Das Buch beginnt mit einem �berblick �ber Herz-Kreislauf-Erkrankungen und ihre globalen Auswirkungen und befasst sich dann mit wesentlichen medizinischen Merkmalen und Datens�tzen, die f�r Herzerkrankungen relevant sind. Anschlie end werden verschiedene Techniken des maschinellen Lernens - darunter Entscheidungsb�ume, Support Vector Machines, neuronale Netze, k-nearest neighbors, Ensemble-Methoden und Deep Learning - und ihre Rolle bei der Vorhersagemodellierung systematisch untersucht. Jedes Kapitel enth�lt detaillierte Erkl�rungen zu den Algorithmen, Metriken zur Modellbewertung (wie Genauigkeit, Pr�zision, Recall, F1-Score und ROC-AUC) und Fallstudien mit �ffentlich zug�nglichen Datens�tzen wie dem Cleveland Heart Disease Dataset. Ethische Erw�gungen, Datenschutz und Herausforderungen bei der klinischen Anwendung werden ebenfalls er�rtert Dieses Lehrbuch dient als wertvolle Ressource f�r Studenten, Forscher, Datenwissenschaftler und Fachkr�fte im Gesundheitswesen.
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